In this project, you’re going to take a peek into the realm of neural network machine translation. You’ll be training a sequence to sequence model on a dataset of English and French sentences that can translate new sentences from English to French.
Since translating the whole language of English to French will take lots of time to train, we have provided you with a small portion of the English corpus.
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
import problem_unittests as tests
source_path = 'data/small_vocab_en'
target_path = 'data/small_vocab_fr'
source_text = helper.load_data(source_path)
target_text = helper.load_data(target_path)
Play around with view_sentence_range to view different parts of the data.
view_sentence_range = (0, 10)
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
print('Dataset Stats')
print('Roughly the number of unique words: {}'.format(len({word: None for word in source_text.split()})))
sentences = source_text.split('\n')
word_counts = [len(sentence.split()) for sentence in sentences]
print('Number of sentences: {}'.format(len(sentences)))
print('Average number of words in a sentence: {}'.format(np.average(word_counts)))
print()
print('English sentences {} to {}:'.format(*view_sentence_range))
print('\n'.join(source_text.split('\n')[view_sentence_range[0]:view_sentence_range[1]]))
print()
print('French sentences {} to {}:'.format(*view_sentence_range))
print('\n'.join(target_text.split('\n')[view_sentence_range[0]:view_sentence_range[1]]))
Dataset Stats Roughly the number of unique words: 227 Number of sentences: 137861 Average number of words in a sentence: 13.225277634719028 English sentences 0 to 10: new jersey is sometimes quiet during autumn , and it is snowy in april . the united states is usually chilly during july , and it is usually freezing in november . california is usually quiet during march , and it is usually hot in june . the united states is sometimes mild during june , and it is cold in september . your least liked fruit is the grape , but my least liked is the apple . his favorite fruit is the orange , but my favorite is the grape . paris is relaxing during december , but it is usually chilly in july . new jersey is busy during spring , and it is never hot in march . our least liked fruit is the lemon , but my least liked is the grape . the united states is sometimes busy during january , and it is sometimes warm in november . French sentences 0 to 10: new jersey est parfois calme pendant l' automne , et il est neigeux en avril . les états-unis est généralement froid en juillet , et il gèle habituellement en novembre . california est généralement calme en mars , et il est généralement chaud en juin . les états-unis est parfois légère en juin , et il fait froid en septembre . votre moins aimé fruit est le raisin , mais mon moins aimé est la pomme . son fruit préféré est l'orange , mais mon préféré est le raisin . paris est relaxant en décembre , mais il est généralement froid en juillet . new jersey est occupé au printemps , et il est jamais chaude en mars . notre fruit est moins aimé le citron , mais mon moins aimé est le raisin . les états-unis est parfois occupé en janvier , et il est parfois chaud en novembre .
As you did with other RNNs, you must turn the text into a number so the computer can understand it. In the function text_to_ids(), you'll turn source_text and target_text from words to ids. However, you need to add the <EOS> word id at the end of target_text. This will help the neural network predict when the sentence should end.
You can get the <EOS> word id by doing:
target_vocab_to_int['<EOS>']
You can get other word ids using source_vocab_to_int and target_vocab_to_int.
def text_to_ids(source_text, target_text, source_vocab_to_int, target_vocab_to_int):
"""
Convert source and target text to proper word ids
:param source_text: String that contains all the source text.
:param target_text: String that contains all the target text.
:param source_vocab_to_int: Dictionary to go from the source words to an id
:param target_vocab_to_int: Dictionary to go from the target words to an id
:return: A tuple of lists (source_id_text, target_id_text)
"""
#print(source_text)
# TODO: Implement Function
#print(source_vocab_to_int.keys())
#print(target_vocab_to_int.values())
source_list = []
for sentence in source_text.split('\n'):
source_w_list = []
for word in sentence.split():
source_w_list.append(source_vocab_to_int[word])
source_list.append(source_w_list)
print(source_list)
target_list = []
for sentence in target_text.split("\n"):
target_w_list = []
for word in sentence.split():
target_w_list.append(target_vocab_to_int[word])
target_w_list.append(target_vocab_to_int['<EOS>'])
target_list.append(target_w_list)
return source_list, target_list
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_text_to_ids(text_to_ids)
[[13, 9, 24, 15, 4, 17, 19, 29, 11, 22, 24, 5, 14, 32, 23], [25, 20, 7, 24, 6, 12, 17, 30, 29, 11, 22, 24, 6, 31, 14, 28, 23], [16, 24, 6, 4, 17, 21, 29, 11, 22, 24, 6, 18, 14, 8, 23], [25, 20, 7, 24, 15, 10, 17, 8, 29, 11, 22, 24, 26, 14, 27, 23]] Tests Passed
Running the code cell below will preprocess all the data and save it to file.
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
helper.preprocess_and_save_data(source_path, target_path, text_to_ids)
[[72, 14, 40, 21, 57, 81, 196, 97, 121, 36, 40, 169, 73, 106, 90], [149, 142, 7, 40, 62, 18, 81, 103, 97, 121, 36, 40, 62, 163, 73, 43, 90], [75, 40, 62, 57, 81, 35, 97, 121, 36, 40, 62, 193, 73, 13, 90], [149, 142, 7, 40, 21, 178, 81, 13, 97, 121, 36, 40, 206, 73, 92, 90], [89, 216, 226, 85, 40, 149, 131, 97, 183, 56, 216, 226, 40, 149, 111, 90], [176, 55, 85, 40, 149, 224, 97, 183, 56, 55, 40, 149, 131, 90], [87, 40, 8, 81, 214, 97, 183, 36, 40, 62, 18, 73, 103, 90], [72, 14, 40, 177, 81, 124, 97, 121, 36, 40, 66, 193, 73, 35, 90], [150, 216, 226, 85, 40, 149, 184, 97, 183, 56, 216, 226, 40, 149, 131, 90], [149, 142, 7, 40, 21, 177, 81, 94, 97, 121, 36, 40, 21, 230, 73, 43, 90], [149, 228, 40, 49, 216, 226, 85, 97, 183, 149, 174, 40, 56, 216, 226, 90], [82, 70, 91, 24, 32, 144, 90], [104, 40, 98, 81, 13, 97, 121, 36, 40, 21, 230, 73, 43, 90], [71, 155, 170, 56, 101, 143, 9, 90], [82, 146, 129, 97, 4, 97, 121, 120, 90], [49, 216, 226, 85, 40, 149, 184, 97, 183, 176, 216, 226, 40, 149, 129, 90], [75, 40, 66, 206, 81, 44, 97, 183, 36, 40, 21, 163, 73, 13, 90], [204, 40, 62, 162, 81, 196, 97, 121, 36, 40, 62, 57, 73, 48, 90], [87, 40, 66, 163, 81, 43, 97, 183, 36, 40, 29, 73, 48, 90], [149, 142, 7, 40, 66, 98, 81, 94, 97, 183, 36, 40, 21, 178, 73, 48, 90], [204, 40, 62, 162, 81, 43, 97, 121, 36, 40, 66, 57, 73, 48, 90], [149, 142, 7, 40, 66, 114, 81, 44, 97, 183, 36, 40, 21, 162, 73, 106, 90], [104, 40, 66, 177, 81, 196, 97, 121, 36, 40, 178, 73, 124, 90], [87, 40, 178, 81, 76, 97, 183, 36, 40, 62, 177, 73, 106, 90], [125, 40, 66, 206, 81, 92, 97, 121, 36, 40, 169, 73, 48, 90], [75, 40, 66, 206, 81, 195, 97, 121, 36, 40, 21, 18, 73, 35, 90], [82, 146, 120, 97, 50, 97, 121, 69], [99, 55, 85, 40, 149, 12, 97, 183, 150, 55, 40, 149, 31, 90], [125, 40, 21, 57, 81, 195, 97, 121, 36, 40, 66, 18, 73, 64, 90], [87, 40, 66, 162, 81, 92, 97, 121, 36, 40, 154, 73, 196, 90], [82, 146, 134, 97, 229, 97, 121, 50, 90], [75, 40, 62, 163, 81, 214, 97, 121, 36, 40, 177, 73, 106, 90], [89, 101, 171, 9, 40, 71, 179, 90], [87, 40, 62, 59, 81, 64, 97, 121, 36, 40, 66, 22, 73, 43, 90], [87, 40, 62, 154, 81, 92, 97, 121, 36, 40, 62, 169, 73, 43, 90], [149, 142, 7, 40, 66, 59, 81, 94, 97, 183, 36, 40, 62, 193, 73, 48, 90], [165, 210, 79, 97, 167, 97, 121, 50, 90], [34, 210, 219, 97, 134, 97, 121, 167, 90], [58, 146, 71, 63, 175, 144, 90], [149, 129, 40, 56, 101, 143, 85, 97, 183, 149, 174, 40, 49, 101, 143, 90], [125, 40, 169, 81, 195, 97, 121, 36, 40, 66, 177, 73, 196, 90], [204, 40, 62, 178, 81, 105, 97, 183, 36, 40, 66, 177, 73, 44, 90], [204, 40, 66, 114, 81, 103, 97, 183, 36, 40, 62, 169, 73, 124, 90], [75, 40, 177, 81, 43, 97, 183, 36, 40, 98, 73, 196, 90], [204, 40, 230, 81, 124, 97, 121, 36, 40, 21, 206, 73, 44, 90], [75, 40, 62, 154, 81, 105, 97, 183, 36, 40, 66, 177, 73, 44, 90], [125, 40, 29, 81, 43, 97, 183, 36, 40, 21, 193, 73, 92, 90], [104, 40, 62, 162, 81, 43, 97, 183, 36, 40, 66, 8, 73, 103, 90], [149, 142, 7, 40, 66, 163, 81, 196, 97, 183, 36, 40, 66, 177, 73, 13, 90], [87, 40, 21, 230, 81, 13, 97, 183, 36, 40, 62, 193, 73, 103, 90], [87, 40, 66, 193, 81, 76, 97, 121, 36, 40, 62, 178, 73, 105, 90], [58, 42, 91, 108, 32, 188, 90], [125, 40, 62, 57, 81, 43, 97, 183, 36, 40, 21, 230, 73, 44, 90], [72, 14, 40, 66, 59, 81, 43, 97, 121, 36, 40, 178, 73, 64, 90], [165, 210, 229, 97, 219, 97, 121, 80, 90], [149, 224, 40, 49, 216, 226, 85, 97, 183, 149, 129, 40, 99, 216, 226, 90], [204, 40, 66, 98, 81, 43, 97, 121, 36, 40, 57, 73, 94, 90], [204, 40, 8, 81, 35, 97, 183, 36, 40, 21, 169, 73, 92, 90], [87, 40, 29, 81, 35, 97, 183, 36, 40, 62, 162, 73, 13, 90], [72, 14, 40, 18, 81, 196, 97, 121, 36, 40, 21, 162, 73, 124, 90], [75, 40, 66, 163, 81, 48, 97, 183, 36, 40, 62, 57, 73, 13, 90], [72, 14, 40, 163, 81, 105, 97, 183, 36, 40, 21, 29, 73, 94, 90], [6, 210, 50, 97, 219, 97, 121, 80, 90], [149, 184, 40, 56, 101, 143, 85, 97, 183, 149, 180, 40, 150, 101, 143, 90], [204, 40, 62, 22, 81, 35, 97, 183, 36, 40, 114, 73, 43, 90], [87, 40, 162, 81, 214, 97, 183, 36, 40, 66, 114, 73, 43, 90], [204, 40, 163, 81, 103, 97, 183, 36, 40, 8, 73, 94, 90], [149, 111, 40, 150, 216, 55, 85, 97, 183, 149, 224, 40, 49, 216, 55, 90], [82, 146, 50, 97, 129, 97, 121, 200], [82, 146, 134, 97, 167, 97, 121, 80, 90], [204, 40, 193, 81, 103, 97, 183, 36, 40, 66, 162, 73, 94, 90], [104, 40, 62, 22, 81, 106, 97, 121, 36, 40, 163, 73, 44, 90], [58, 40, 107, 15, 149, 142, 7, 10, 76, 90], [125, 40, 21, 98, 81, 44, 97, 121, 36, 40, 62, 57, 73, 124, 90], [6, 126, 15, 181, 75, 10, 195, 90], [75, 40, 66, 59, 81, 43, 97, 121, 36, 40, 21, 162, 73, 92, 90], [34, 210, 120, 97, 4, 97, 121, 129, 90], [149, 142, 7, 40, 66, 154, 81, 35, 97, 121, 36, 40, 62, 8, 73, 76, 90], [16, 191, 176, 101, 171, 194, 90], [149, 180, 40, 99, 216, 55, 85, 97, 183, 149, 111, 40, 150, 216, 19], [34, 25, 107, 15, 125, 10, 13, 90], [82, 227, 80, 97, 79, 97, 121, 4, 90], [75, 40, 66, 162, 81, 105, 97, 121, 36, 40, 21, 29, 73, 214, 90], [149, 111, 40, 150, 216, 55, 85, 97, 183, 149, 12, 40, 99, 216, 55, 90], [58, 227, 80, 97, 79, 97, 121, 30, 90], [75, 40, 154, 81, 94, 97, 121, 36, 40, 162, 73, 44, 90], [34, 47, 50, 97, 167, 97, 121, 4, 90], [58, 146, 120, 97, 50, 97, 121, 79, 90], [150, 216, 55, 85, 40, 149, 174, 97, 183, 89, 216, 55, 40, 149, 131, 90], [75, 40, 66, 206, 81, 214, 97, 183, 36, 40, 62, 230, 73, 195, 90], [75, 40, 66, 177, 81, 44, 97, 121, 36, 40, 62, 193, 73, 13, 90], [149, 142, 7, 40, 21, 154, 81, 43, 97, 121, 36, 40, 66, 98, 73, 35, 90], [72, 14, 40, 21, 193, 81, 35, 97, 121, 36, 40, 154, 73, 33, 90], [149, 129, 40, 150, 216, 55, 85, 97, 183, 149, 224, 40, 89, 216, 55, 90], [6, 210, 129, 97, 4, 97, 121, 219, 90], [58, 146, 120, 97, 80, 97, 121, 50, 90], [87, 40, 62, 18, 81, 33, 97, 183, 36, 40, 21, 98, 73, 103, 90], [58, 227, 167, 97, 134, 97, 121, 30, 90], [58, 40, 51, 149, 24, 32, 144, 90], [165, 210, 229, 97, 167, 97, 121, 79, 90], [72, 14, 40, 62, 57, 81, 33, 97, 183, 36, 40, 62, 230, 73, 106, 90], [75, 40, 66, 98, 81, 105, 97, 121, 36, 40, 62, 178, 73, 76, 90], [75, 40, 21, 206, 81, 105, 97, 183, 36, 40, 21, 18, 73, 196, 90], [58, 227, 120, 97, 219, 97, 121, 215], [165, 210, 80, 97, 30, 97, 121, 79, 90], [104, 40, 66, 169, 81, 92, 97, 183, 36, 40, 21, 22, 73, 124, 90], [104, 40, 21, 98, 81, 94, 97, 121, 36, 40, 162, 73, 44, 90], [87, 40, 66, 8, 81, 35, 97, 183, 36, 40, 62, 163, 73, 196, 90], [104, 40, 18, 81, 76, 97, 121, 36, 40, 21, 154, 73, 92, 90], [58, 227, 229, 97, 4, 97, 121, 167, 90], [104, 40, 66, 18, 81, 48, 97, 183, 36, 40, 62, 8, 73, 43, 90], [6, 210, 229, 97, 50, 97, 121, 120, 90], [58, 227, 167, 97, 129, 97, 121, 219, 90], [149, 142, 7, 40, 62, 22, 81, 105, 97, 183, 36, 40, 21, 169, 73, 44, 90], [204, 40, 62, 114, 81, 106, 97, 121, 36, 40, 66, 169, 73, 64, 90], [58, 146, 79, 121, 129, 90], [87, 40, 21, 29, 81, 196, 97, 121, 36, 40, 230, 73, 43, 90], [149, 129, 40, 49, 216, 55, 85, 97, 183, 149, 174, 40, 99, 216, 55, 90], [149, 129, 40, 176, 216, 226, 85, 97, 183, 149, 131, 40, 56, 216, 11], [87, 40, 66, 177, 81, 76, 97, 183, 36, 40, 66, 163, 73, 43, 90], [204, 40, 21, 162, 81, 35, 97, 183, 36, 40, 62, 114, 73, 195, 90], [104, 40, 21, 206, 81, 35, 97, 183, 36, 40, 21, 193, 73, 94, 90], [72, 14, 40, 98, 81, 13, 97, 121, 36, 40, 21, 114, 73, 43, 90], [149, 180, 40, 176, 216, 55, 85, 97, 183, 149, 211, 40, 150, 216, 55, 90], [87, 40, 62, 169, 81, 105, 97, 121, 36, 40, 21, 154, 73, 64, 90], [125, 40, 66, 18, 81, 35, 97, 121, 36, 40, 59, 73, 106, 90], [99, 216, 226, 85, 40, 149, 174, 97, 183, 49, 216, 226, 40, 149, 211, 90], [204, 40, 206, 81, 33, 97, 183, 36, 40, 62, 8, 73, 43, 90], [72, 14, 40, 62, 154, 81, 106, 97, 121, 36, 40, 66, 8, 73, 214, 90], [82, 146, 129, 97, 167, 97, 121, 120, 90], [72, 14, 40, 62, 163, 81, 43, 97, 183, 36, 40, 62, 8, 73, 196, 90], [149, 180, 40, 56, 101, 143, 85, 97, 183, 149, 184, 40, 49, 101, 203], [87, 40, 21, 162, 81, 196, 97, 121, 36, 40, 29, 73, 92, 90], [49, 101, 143, 85, 40, 149, 184, 97, 183, 89, 101, 143, 40, 149, 12, 90], [149, 12, 40, 89, 216, 226, 85, 97, 183, 149, 111, 40, 176, 216, 226, 90], [149, 31, 40, 56, 101, 143, 85, 97, 183, 149, 184, 40, 176, 101, 143, 90], [82, 61, 91, 72, 190, 188, 90], [149, 142, 7, 40, 230, 81, 124, 97, 183, 36, 40, 59, 73, 64, 90], [87, 40, 62, 163, 81, 48, 97, 121, 36, 40, 62, 114, 73, 106, 90], [149, 211, 40, 89, 101, 143, 85, 97, 183, 149, 174, 40, 56, 101, 143, 90], [46, 210, 50, 97, 229, 97, 121, 80, 90], [72, 14, 40, 21, 114, 81, 105, 97, 183, 36, 40, 193, 73, 124, 90], [87, 40, 62, 154, 81, 92, 97, 183, 36, 40, 62, 177, 73, 124, 90], [204, 40, 62, 169, 81, 196, 97, 183, 36, 40, 62, 193, 73, 195, 90], [71, 164, 40, 49, 101, 171, 9, 90], [58, 146, 134, 97, 229, 97, 121, 30, 90], [6, 126, 15, 181, 75, 10, 48, 90], [46, 210, 4, 97, 30, 97, 121, 145], [87, 40, 66, 57, 81, 124, 97, 183, 36, 40, 62, 193, 73, 35, 90], [87, 40, 98, 81, 105, 97, 121, 36, 40, 21, 230, 73, 106, 90], [46, 210, 219, 97, 129, 97, 121, 4, 90], [87, 40, 230, 81, 94, 97, 121, 36, 40, 98, 73, 48, 90], [125, 40, 21, 57, 81, 214, 97, 121, 36, 40, 66, 169, 73, 94, 90], [87, 40, 21, 8, 81, 76, 97, 183, 36, 40, 62, 178, 73, 43, 90], [58, 227, 30, 121, 50, 90], [149, 228, 40, 49, 216, 226, 85, 97, 183, 149, 224, 40, 176, 216, 226, 90], [75, 40, 66, 193, 81, 33, 97, 183, 36, 40, 62, 8, 73, 106, 90], [72, 14, 40, 177, 81, 214, 97, 121, 36, 40, 62, 178, 73, 64, 90], [204, 40, 66, 178, 81, 106, 97, 121, 36, 40, 21, 59, 73, 124, 90], [149, 142, 7, 40, 66, 169, 81, 44, 97, 121, 36, 40, 62, 162, 73, 196, 90], [104, 40, 66, 22, 81, 94, 97, 121, 36, 40, 66, 193, 73, 44, 90], [87, 40, 62, 29, 81, 196, 97, 121, 36, 40, 177, 73, 124, 90], [82, 227, 219, 97, 229, 97, 121, 120, 90], [87, 40, 66, 206, 81, 48, 97, 183, 36, 40, 8, 73, 94, 90], [46, 210, 120, 97, 50, 97, 121, 30, 90], [58, 61, 71, 63, 175, 144, 90], [72, 14, 40, 162, 81, 33, 97, 121, 36, 40, 62, 163, 73, 105, 90], [87, 40, 62, 98, 81, 214, 97, 121, 36, 40, 206, 73, 105, 90], [75, 40, 62, 162, 81, 92, 97, 183, 36, 40, 62, 163, 73, 196, 90], [149, 31, 40, 150, 216, 226, 85, 97, 183, 149, 224, 40, 99, 216, 226, 90], [104, 40, 169, 81, 124, 97, 121, 36, 40, 66, 177, 73, 94, 90], [6, 47, 80, 97, 167, 97, 121, 219, 90], [75, 40, 66, 206, 81, 35, 97, 183, 36, 40, 193, 73, 33, 90], [204, 40, 21, 18, 81, 35, 97, 121, 36, 40, 21, 57, 73, 13, 90], [49, 101, 143, 85, 40, 149, 129, 97, 183, 89, 101, 143, 40, 149, 224, 90], [149, 211, 40, 49, 55, 85, 97, 183, 149, 111, 40, 56, 55, 90], [87, 40, 62, 154, 81, 195, 97, 121, 36, 40, 66, 29, 73, 13, 90], [89, 216, 226, 85, 40, 149, 12, 97, 183, 150, 216, 226, 40, 149, 129, 90], [149, 174, 40, 99, 55, 85, 97, 183, 149, 129, 40, 89, 55, 90], [149, 131, 40, 99, 216, 226, 85, 97, 183, 149, 180, 40, 150, 216, 226, 90], [149, 224, 40, 176, 216, 55, 85, 97, 183, 149, 174, 40, 89, 216, 55, 90], [104, 40, 62, 57, 81, 33, 97, 183, 36, 40, 21, 162, 73, 35, 90], [89, 101, 143, 194, 25, 26, 90], [6, 47, 229, 97, 134, 97, 121, 80, 90], [87, 40, 21, 177, 81, 13, 97, 121, 36, 40, 66, 57, 73, 33, 90], [6, 210, 30, 97, 120, 97, 121, 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[149, 142, 7, 40, 59, 81, 106, 97, 183, 36, 40, 66, 18, 73, 44, 90], [149, 142, 7, 40, 193, 81, 13, 97, 121, 36, 40, 62, 98, 73, 43, 90], [149, 142, 7, 40, 62, 57, 81, 35, 97, 183, 36, 40, 21, 230, 73, 13, 90], [82, 227, 79, 97, 50, 97, 121, 229, 90], [125, 40, 162, 81, 48, 97, 121, 36, 40, 21, 59, 73, 92, 90], [204, 40, 66, 206, 81, 92, 97, 183, 36, 40, 178, 73, 105, 90], [75, 40, 66, 178, 81, 214, 97, 183, 36, 40, 177, 73, 44, 90], [87, 40, 66, 59, 81, 196, 97, 183, 36, 40, 66, 177, 73, 48, 90], [150, 216, 226, 85, 40, 149, 224, 97, 183, 176, 216, 226, 40, 149, 131, 90], [165, 47, 134, 97, 219, 97, 121, 4, 90], [72, 14, 40, 62, 178, 81, 13, 97, 183, 36, 40, 66, 22, 73, 92, 90], [75, 40, 21, 177, 81, 43, 97, 121, 36, 40, 21, 154, 73, 33, 90], [99, 216, 55, 85, 40, 149, 180, 97, 183, 150, 216, 55, 40, 149, 78], [56, 216, 226, 85, 40, 149, 174, 97, 183, 99, 216, 226, 40, 149, 111, 90], [75, 40, 66, 114, 81, 196, 97, 183, 36, 40, 66, 163, 73, 44, 90], [34, 47, 120, 97, 50, 97, 121, 30, 90], [58, 146, 229, 97, 129, 97, 121, 120, 90], [149, 142, 7, 40, 66, 162, 81, 64, 97, 183, 36, 40, 21, 154, 73, 106, 90], [71, 199, 170, 176, 55, 9, 90], [149, 129, 40, 89, 216, 55, 85, 97, 183, 149, 180, 40, 99, 216, 55, 90], [87, 40, 21, 114, 81, 195, 97, 183, 36, 40, 66, 178, 73, 76, 90], [149, 184, 40, 99, 55, 85, 97, 183, 149, 31, 40, 56, 55, 90], [58, 227, 50, 97, 129, 97, 121, 201], [87, 40, 98, 81, 105, 97, 183, 36, 40, 66, 169, 73, 48, 90], [149, 142, 7, 40, 66, 29, 81, 92, 97, 121, 36, 40, 21, 22, 73, 35, 90], [150, 216, 226, 85, 40, 149, 180, 97, 183, 176, 216, 226, 40, 149, 102], [82, 146, 79, 97, 229, 97, 121, 30, 90], [89, 216, 226, 85, 40, 149, 12, 97, 183, 99, 216, 226, 40, 149, 174, 90], [75, 40, 62, 8, 81, 124, 97, 121, 36, 40, 21, 169, 73, 92, 90], [149, 129, 40, 89, 216, 226, 85, 97, 183, 149, 131, 40, 150, 216, 226, 90], [75, 40, 62, 193, 81, 64, 97, 121, 36, 40, 66, 59, 73, 13, 90], [125, 40, 21, 230, 81, 92, 97, 183, 36, 40, 21, 162, 73, 103, 90], [149, 174, 40, 89, 101, 143, 85, 97, 183, 149, 111, 40, 56, 101, 143, 90], [149, 111, 40, 49, 101, 143, 85, 97, 183, 149, 129, 40, 150, 101, 143, 90], [34, 210, 167, 121, 145], [34, 210, 120, 97, 219, 97, 121, 50, 90], [58, 226, 149, 108, 175, 213, 90], [75, 40, 66, 57, 81, 76, 97, 183, 36, 40, 21, 98, 73, 106, 90], [204, 40, 62, 230, 81, 13, 97, 121, 36, 40, 62, 206, 73, 94, 90], [75, 40, 66, 169, 81, 196, 97, 183, 36, 40, 57, 73, 106, 90], [82, 146, 4, 97, 229, 97, 121, 80, 90], [72, 14, 40, 206, 81, 35, 97, 121, 36, 40, 57, 73, 214, 90], [87, 40, 66, 59, 81, 124, 97, 183, 36, 40, 21, 230, 73, 94, 90], [89, 55, 85, 40, 149, 224, 97, 183, 150, 55, 40, 149, 211, 90], [82, 146, 229, 97, 79, 97, 121, 30, 90], [149, 142, 7, 40, 62, 8, 81, 76, 97, 183, 36, 40, 21, 177, 73, 94, 90], [165, 210, 167, 97, 80, 97, 121, 200], [204, 40, 98, 81, 195, 97, 121, 36, 40, 21, 154, 73, 48, 90], [75, 40, 66, 162, 81, 196, 97, 183, 36, 40, 62, 177, 73, 44, 90], [176, 216, 226, 85, 40, 149, 211, 97, 183, 56, 216, 226, 40, 149, 131, 90], [104, 40, 66, 154, 81, 195, 97, 121, 36, 40, 169, 73, 214, 90], [150, 55, 85, 40, 149, 224, 97, 183, 176, 55, 40, 149, 111, 90], [204, 40, 8, 81, 214, 97, 183, 36, 40, 21, 193, 73, 35, 90], [58, 146, 129, 121, 50, 90], [75, 40, 21, 8, 81, 103, 97, 183, 36, 40, 62, 206, 73, 76, 90], [149, 142, 7, 40, 154, 81, 94, 97, 183, 36, 40, 62, 206, 73, 35, 90], [104, 40, 21, 178, 81, 105, 97, 183, 36, 40, 62, 57, 73, 106, 90], [149, 180, 40, 56, 55, 85, 97, 183, 149, 12, 40, 49, 55, 90], [165, 47, 79, 97, 120, 97, 121, 30, 90], [149, 142, 7, 40, 66, 57, 81, 44, 97, 121, 36, 40, 66, 162, 73, 35, 90], [58, 227, 30, 97, 219, 97, 121, 79, 90], [72, 14, 40, 62, 8, 81, 64, 97, 121, 36, 40, 193, 73, 94, 90], [204, 40, 21, 206, 81, 105, 97, 183, 36, 40, 66, 169, 73, 64, 90], [82, 227, 219, 121, 4, 90], [149, 31, 40, 89, 216, 55, 85, 97, 183, 149, 211, 40, 56, 216, 55, 90], [49, 216, 226, 85, 40, 149, 12, 97, 183, 150, 216, 226, 40, 149, 228, 90], [34, 210, 167, 97, 134, 97, 121, 17], [82, 227, 4, 97, 50, 97, 121, 167, 90], [75, 40, 62, 193, 81, 195, 97, 121, 36, 40, 62, 230, 73, 214, 90], [204, 40, 66, 18, 81, 44, 97, 183, 36, 40, 62, 154, 73, 94, 90], [99, 216, 55, 85, 40, 149, 211, 97, 183, 176, 216, 55, 40, 149, 12, 90], [115, 40, 58, 107, 15, 87, 38], [72, 14, 40, 62, 114, 81, 35, 97, 183, 36, 40, 22, 73, 106, 90], [125, 40, 62, 22, 81, 44, 97, 121, 36, 40, 21, 59, 73, 195, 90], [149, 142, 7, 40, 21, 29, 81, 195, 97, 183, 36, 40, 18, 73, 64, 90], [82, 42, 149, 223, 190, 213, 90], [125, 40, 178, 81, 43, 97, 183, 36, 40, 206, 73, 196, 90], [72, 14, 40, 8, 81, 214, 97, 121, 36, 40, 62, 169, 73, 103, 90], [87, 40, 21, 29, 81, 64, 97, 183, 36, 40, 21, 178, 73, 92, 90], [82, 187, 15, 86, 15, 104, 141, 48, 90], [149, 155, 170, 176, 216, 55, 9, 90], [72, 14, 40, 21, 59, 81, 33, 97, 121, 36, 40, 66, 169, 73, 64, 90], [165, 47, 4, 121, 69], [72, 14, 40, 29, 81, 214, 97, 121, 36, 40, 21, 22, 73, 13, 90], [115, 25, 34, 107, 15, 104, 38], [149, 12, 40, 56, 216, 55, 85, 97, 183, 149, 174, 40, 176, 216, 55, 90], [176, 216, 55, 85, 40, 149, 184, 97, 183, 89, 216, 55, 40, 149, 211, 90], [204, 40, 62, 29, 81, 64, 97, 183, 36, 40, 66, 177, 73, 214, 90], [75, 40, 21, 18, 81, 35, 97, 183, 36, 40, 154, 73, 196, 90], [149, 184, 40, 49, 55, 85, 97, 183, 149, 174, 40, 176, 55, 90], [72, 14, 40, 62, 18, 81, 13, 97, 121, 36, 40, 62, 114, 73, 64, 90], [58, 53, 149, 108, 88, 213, 90], [204, 40, 62, 114, 81, 214, 97, 183, 36, 40, 62, 98, 73, 92, 90], [149, 142, 7, 40, 62, 18, 81, 94, 97, 183, 36, 40, 66, 59, 73, 44, 90], [6, 210, 4, 97, 50, 97, 121, 200], [87, 40, 66, 163, 81, 106, 97, 183, 36, 40, 62, 98, 73, 44, 90], [125, 40, 66, 193, 81, 124, 97, 183, 36, 40, 206, 73, 44, 90], [87, 40, 62, 114, 81, 76, 97, 183, 36, 40, 62, 163, 73, 196, 90], [82, 227, 219, 97, 229, 97, 121, 79, 90], [82, 146, 50, 97, 167, 97, 121, 201], [56, 216, 226, 85, 40, 149, 131, 97, 183, 49, 216, 226, 40, 149, 102], [87, 40, 21, 154, 81, 33, 97, 183, 36, 40, 169, 73, 103, 90], [125, 40, 193, 81, 195, 97, 183, 36, 40, 62, 98, 73, 106, 90], [125, 40, 154, 81, 48, 97, 121, 36, 40, 98, 73, 214, 90], [75, 40, 206, 81, 103, 97, 183, 36, 40, 66, 22, 73, 76, 90], [99, 216, 55, 85, 40, 149, 174, 97, 183, 89, 216, 55, 40, 149, 184, 90], [82, 146, 79, 97, 134, 97, 121, 4, 90], [82, 61, 91, 24, 93, 213, 90], [149, 228, 40, 176, 216, 226, 85, 97, 183, 149, 180, 40, 99, 216, 226, 90], [72, 14, 40, 21, 18, 81, 106, 97, 183, 36, 40, 62, 178, 73, 33, 90], [75, 40, 66, 114, 81, 48, 97, 121, 36, 40, 21, 98, 73, 196, 90], [150, 216, 226, 85, 40, 149, 111, 97, 183, 56, 216, 226, 40, 149, 131, 90], [165, 126, 15, 181, 204, 73, 35, 90], [104, 40, 21, 169, 81, 92, 97, 183, 36, 40, 66, 230, 73, 105, 90], [125, 40, 66, 177, 81, 35, 97, 121, 36, 40, 21, 162, 73, 92, 90], [104, 40, 21, 154, 81, 124, 97, 121, 36, 40, 169, 73, 13, 90], [104, 40, 66, 59, 81, 76, 97, 183, 36, 40, 21, 18, 73, 105, 90], [125, 40, 66, 18, 81, 94, 97, 183, 36, 40, 66, 178, 73, 48, 90], [149, 224, 40, 49, 55, 85, 97, 183, 149, 174, 40, 89, 55, 90], []]
This is your first checkpoint. If you ever decide to come back to this notebook or have to restart the notebook, you can start from here. The preprocessed data has been saved to disk.
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
import helper
(source_int_text, target_int_text), (source_vocab_to_int, target_vocab_to_int), _ = helper.load_preprocess()
This will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
from tensorflow.python.layers.core import Dense
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.1'), 'Please use TensorFlow version 1.1 or newer'
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.1.0
/Users/indersingh/miniconda3/envs/tensorflow/lib/python3.6/site-packages/ipykernel/__main__.py:15: UserWarning: No GPU found. Please use a GPU to train your neural network.
You'll build the components necessary to build a Sequence-to-Sequence model by implementing the following functions below:
model_inputsprocess_decoder_inputencoding_layerdecoding_layer_traindecoding_layer_inferdecoding_layerseq2seq_modelImplement the model_inputs() function to create TF Placeholders for the Neural Network. It should create the following placeholders:
Return the placeholders in the following the tuple (input, targets, learning rate, keep probability, target sequence length, max target sequence length, source sequence length)
def model_inputs():
"""
Create TF Placeholders for input, targets, learning rate, and lengths of source and target sequences.
:return: Tuple (input, targets, learning rate, keep probability, target sequence length,
max target sequence length, source sequence length)
"""
# TODO: Implement Function
input_ = tf.placeholder(tf.int32, shape=[None, None], name='input')
targets = tf.placeholder(tf.int32, shape=[None, None])
learning_rate = tf.placeholder(tf.float32, name='learning_rate')
keep_prob = tf.placeholder(tf.float32, name='keep_prob')
target_sequence_length = tf.placeholder(tf.int32, shape=(None,), name='target_sequence_length')
max_target_sequence_length = tf.reduce_max(target_sequence_length, name='max_target_len')
source_sequence_length = tf.placeholder(tf.int32, shape=(None,), name='source_sequence_length')
return input_, targets, learning_rate, keep_prob, target_sequence_length, max_target_sequence_length, source_sequence_length
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement process_decoder_input by removing the last word id from each batch in target_data and concat the GO ID to the begining of each batch.
def process_decoder_input(target_data, target_vocab_to_int, batch_size):
"""
Preprocess target data for encoding
:param target_data: Target Placehoder
:param target_vocab_to_int: Dictionary to go from the target words to an id
:param batch_size: Batch Size
:return: Preprocessed target data
"""
# TODO: Implement Function
ending = tf.strided_slice(target_data, [0, 0], [batch_size, -1], [1, 1])
dec_input = tf.concat([tf.fill([batch_size, 1], target_vocab_to_int['<GO>']), ending], 1)
return dec_input
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_process_encoding_input(process_decoder_input)
Tests Passed
Implement encoding_layer() to create a Encoder RNN layer:
tf.contrib.layers.embed_sequencetf.contrib.rnn.LSTMCell wrapped in a tf.contrib.rnn.DropoutWrappertf.nn.dynamic_rnn()from imp import reload
reload(tests)
def encoding_layer(rnn_inputs, rnn_size, num_layers, keep_prob,
source_sequence_length, source_vocab_size,
encoding_embedding_size):
"""
Create encoding layer
:param rnn_inputs: Inputs for the RNN
:param rnn_size: RNN Size
:param num_layers: Number of layers
:param keep_prob: Dropout keep probability
:param source_sequence_length: a list of the lengths of each sequence in the batch
:param source_vocab_size: vocabulary size of source data
:param encoding_embedding_size: embedding size of source data
:return: tuple (RNN output, RNN state)
"""
# Encoder embedding
enc_embed_input = tf.contrib.layers.embed_sequence(rnn_inputs, source_vocab_size, encoding_embedding_size)
# RNN cell
def make_cell(rnn_size):
enc_cell = tf.contrib.rnn.LSTMCell(rnn_size,
initializer=tf.random_uniform_initializer(-0.1, 0.1, seed=2))
return tf.contrib.rnn.DropoutWrapper(enc_cell, input_keep_prob=keep_prob)
enc_cell = tf.contrib.rnn.MultiRNNCell([make_cell(rnn_size) for _ in range(num_layers)])
enc_output, enc_state = tf.nn.dynamic_rnn(enc_cell, enc_embed_input, sequence_length=source_sequence_length, dtype=tf.float32)
return enc_output, enc_state
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_encoding_layer(encoding_layer)
Tests Passed
Create a training decoding layer:
tf.contrib.seq2seq.TrainingHelper tf.contrib.seq2seq.BasicDecodertf.contrib.seq2seq.dynamic_decodedef decoding_layer_train(encoder_state, dec_cell, dec_embed_input,
target_sequence_length, max_summary_length,
output_layer, keep_prob):
"""
Create a decoding layer for training
:param encoder_state: Encoder State
:param dec_cell: Decoder RNN Cell
:param dec_embed_input: Decoder embedded input
:param target_sequence_length: The lengths of each sequence in the target batch
:param max_summary_length: The length of the longest sequence in the batch
:param output_layer: Function to apply the output layer
:param keep_prob: Dropout keep probability
:return: BasicDecoderOutput containing training logits and sample_id
"""
# TODO: Implement Function
dec_cell = tf.contrib.rnn.DropoutWrapper(dec_cell, input_keep_prob=keep_prob)
training_helper = tf.contrib.seq2seq.TrainingHelper(inputs=dec_embed_input,
sequence_length=target_sequence_length,
time_major=False)
basic_decoder = tf.contrib.seq2seq.BasicDecoder(dec_cell, training_helper,
encoder_state, output_layer)
decoder_output, _ = tf.contrib.seq2seq.dynamic_decode(basic_decoder, impute_finished=True, maximum_iterations=
max_summary_length)
return decoder_output
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_decoding_layer_train(decoding_layer_train)
Tests Passed
Create inference decoder:
tf.contrib.seq2seq.GreedyEmbeddingHelpertf.contrib.seq2seq.BasicDecodertf.contrib.seq2seq.dynamic_decodedef decoding_layer_infer(encoder_state, dec_cell, dec_embeddings, start_of_sequence_id,
end_of_sequence_id, max_target_sequence_length,
vocab_size, output_layer, batch_size, keep_prob):
"""
Create a decoding layer for inference
:param encoder_state: Encoder state
:param dec_cell: Decoder RNN Cell
:param dec_embeddings: Decoder embeddings
:param start_of_sequence_id: GO ID
:param end_of_sequence_id: EOS Id
:param max_target_sequence_length: Maximum length of target sequences
:param vocab_size: Size of decoder/target vocabulary
:param decoding_scope: TenorFlow Variable Scope for decoding
:param output_layer: Function to apply the output layer
:param batch_size: Batch size
:param keep_prob: Dropout keep probability
:return: BasicDecoderOutput containing inference logits and sample_id
"""
# TODO: Implement Function
start_tokens = tf.tile(tf.constant([start_of_sequence_id], dtype=tf.int32), [batch_size],
name='start_tokens')
inference_helper = tf.contrib.seq2seq.GreedyEmbeddingHelper(dec_embeddings, start_tokens,
end_of_sequence_id)
basic_inference_decoder = tf.contrib.seq2seq.BasicDecoder(dec_cell, inference_helper,
encoder_state, output_layer)
decoder_output, _ = tf.contrib.seq2seq.dynamic_decode(basic_inference_decoder, impute_finished=True,
maximum_iterations=max_target_sequence_length)
return decoder_output
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_decoding_layer_infer(decoding_layer_infer)
Tests Passed
Implement decoding_layer() to create a Decoder RNN layer.
decoding_layer_train(encoder_state, dec_cell, dec_embed_input, target_sequence_length, max_target_sequence_length, output_layer, keep_prob) function to get the training logits.decoding_layer_infer(encoder_state, dec_cell, dec_embeddings, start_of_sequence_id, end_of_sequence_id, max_target_sequence_length, vocab_size, output_layer, batch_size, keep_prob) function to get the inference logits.Note: You'll need to use tf.variable_scope to share variables between training and inference.
def decoding_layer(dec_input, encoder_state,
target_sequence_length, max_target_sequence_length,
rnn_size,
num_layers, target_vocab_to_int, target_vocab_size,
batch_size, keep_prob, decoding_embedding_size):
"""
Create decoding layer
:param dec_input: Decoder input
:param encoder_state: Encoder state
:param target_sequence_length: The lengths of each sequence in the target batch
:param max_target_sequence_length: Maximum length of target sequences
:param rnn_size: RNN Size
:param num_layers: Number of layers
:param target_vocab_to_int: Dictionary to go from the target words to an id
:param target_vocab_size: Size of target vocabulary
:param batch_size: The size of the batch
:param keep_prob: Dropout keep probability
:param decoding_embedding_size: Decoding embedding size
:return: Tuple of (Training BasicDecoderOutput, Inference BasicDecoderOutput)
"""
# TODO: Implement Function
start_of_sequence_id = target_vocab_to_int['<GO>']
end_of_sequence_id = target_vocab_to_int['<EOS>']
dec_embeddings = tf.Variable(tf.random_uniform([target_vocab_size, decoding_embedding_size]))
dec_embed_input = tf.nn.embedding_lookup(dec_embeddings, dec_input)
# 1. Create RNN cell for decoding using rnn_size and num_layers.
# RNN cell
def make_cell(rnn_size):
dec_cell = tf.contrib.rnn.LSTMCell(rnn_size,
initializer=tf.random_uniform_initializer(-0.1, 0.1, seed=2))
#Also you have added the dropouts here in this function.
#The same cell on which you have added dropouts dec_cell
#gets passed to the training section as well as the inference section.
#It's correct to get dropouts in the training section.
#However, it is not correct to have dropouts in the inference section.
#So why am I letting this slide? Because the keep_prob that is passed during the training/running the network is 1.0 to the inference section.
#In effect, the dropouts do not get used in the inference section. However, as it is coded it is confusing.
#It would be more clear if you just moved the dropout from this function to the training function.
#Then it is clear that the dropouts get used during training and not during inference. Makes sense?
#return tf.contrib.rnn.DropoutWrapper(dec_cell, input_keep_prob=keep_prob)
#Moved dropout to train_decoding_layer as this function is reused for both training and inference
return dec_cell
dec_cell = tf.contrib.rnn.MultiRNNCell([make_cell(rnn_size) for _ in range(num_layers)])
# 2. Create the output fuction using lambda to transform it's input, logits, to class logits.
#output_fn = lambda x: tf.contrib.layers.fully_connected(dec_input, target_vocab_size, None, scope=decoding_scope)
output_fn = Dense(target_vocab_size,
kernel_initializer=tf.truncated_normal_initializer(mean=0.0,stddev=0.1))
# 3. Use the your decoding_layer_train(encoder_state, dec_cell, dec_embed_input,
with tf.variable_scope('decoding') as decoding_scope:
train_logits = decoding_layer_train(encoder_state, dec_cell, dec_embed_input,
target_sequence_length, max_target_sequence_length,
output_fn, keep_prob)
# 4. Use your decoding_layer_infer(encoder_state, dec_cell, dec_embeddings, start_of_sequence_id,
#end_of_sequence_id, maximum_length, vocab_size, decoding_scope, output_fn, keep_prob) function to get the inference logits.
with tf.variable_scope('decoding', reuse=True) as decoding_scope:
infer_logits = decoding_layer_infer(encoder_state, dec_cell, dec_embeddings, start_of_sequence_id,
end_of_sequence_id, max_target_sequence_length,
target_vocab_size, output_fn, batch_size, keep_prob)
return train_logits, infer_logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_decoding_layer(decoding_layer)
Tests Passed
Apply the functions you implemented above to:
encoding_layer(rnn_inputs, rnn_size, num_layers, keep_prob, source_sequence_length, source_vocab_size, encoding_embedding_size).process_decoder_input(target_data, target_vocab_to_int, batch_size) function.decoding_layer(dec_input, enc_state, target_sequence_length, max_target_sentence_length, rnn_size, num_layers, target_vocab_to_int, target_vocab_size, batch_size, keep_prob, dec_embedding_size) function.def seq2seq_model(input_data, target_data, keep_prob, batch_size,
source_sequence_length, target_sequence_length,
max_target_sentence_length,
source_vocab_size, target_vocab_size,
enc_embedding_size, dec_embedding_size,
rnn_size, num_layers, target_vocab_to_int):
"""
Build the Sequence-to-Sequence part of the neural network
:param input_data: Input placeholder
:param target_data: Target placeholder
:param keep_prob: Dropout keep probability placeholder
:param batch_size: Batch Size
:param source_sequence_length: Sequence Lengths of source sequences in the batch
:param target_sequence_length: Sequence Lengths of target sequences in the batch
:param source_vocab_size: Source vocabulary size
:param target_vocab_size: Target vocabulary size
:param enc_embedding_size: Decoder embedding size
:param dec_embedding_size: Encoder embedding size
:param rnn_size: RNN Size
:param num_layers: Number of layers
:param target_vocab_to_int: Dictionary to go from the target words to an id
:return: Tuple of (Training BasicDecoderOutput, Inference BasicDecoderOutput)
"""
# TODO: Implement Function
ecoding_output, encoding_state = encoding_layer(input_data, rnn_size, num_layers, keep_prob,
source_sequence_length, source_vocab_size,
enc_embedding_size)
decoding_input = process_decoder_input(target_data, target_vocab_to_int, batch_size)
train_logits, infer_logits = decoding_layer(decoding_input, encoding_state, target_sequence_length,
max_target_sentence_length, rnn_size,
num_layers, target_vocab_to_int, target_vocab_size,
batch_size, keep_prob, dec_embedding_size)
return train_logits, infer_logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_seq2seq_model(seq2seq_model)
Tests Passed
Tune the following parameters:
epochs to the number of epochs.batch_size to the batch size.rnn_size to the size of the RNNs.num_layers to the number of layers.encoding_embedding_size to the size of the embedding for the encoder.decoding_embedding_size to the size of the embedding for the decoder.learning_rate to the learning rate.keep_probability to the Dropout keep probabilitydisplay_step to state how many steps between each debug output statement#embeddings large enough to be able to train well and show good quality of a translation.
#You should increase the embedding size from your current choice.
#So, please make that correction in the next submission.
#Good choices are powers of 2. so 128 but if that does not work then perhaps 196 or 200 (which are not powers of 2, but they are the best choice under the constraints)
#Also, the rnn_size looks too small as well. Always try to stick with powers of 2.
#So a good pick would be 128 or 256 for rnn_size. This will make it more powerful and remember more of the context in the decoding section.
#Also, training an RNN/SLTM for more cycles than needed can lead it to overfit the training data.
#In this case, you are training it for 60 epochs.
#If your accuracy is already 90%+ in the first few epochs you don't really need to train it for more than that.
#Specifically, you should stop training when you see than the accuracy stops improving.
#Usually, I have seen these numbers to be between 5 and 10 (but of course that depends on your choice of embedding size.)
#So please experiment and see what number works for your network.
# Number of Epochs
epochs = 5
# Batch Size
batch_size = 128
# RNN Size
rnn_size = 256
# Number of Layers
num_layers = 2
# Embedding Size
encoding_embedding_size = 128
decoding_embedding_size = 128
# Learning Rate
learning_rate = 0.001
# Dropout Keep Probability
keep_probability = 0.5
display_step = 10
Build the graph using the neural network you implemented.
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
save_path = 'checkpoints/dev'
(source_int_text, target_int_text), (source_vocab_to_int, target_vocab_to_int), _ = helper.load_preprocess()
max_target_sentence_length = max([len(sentence) for sentence in source_int_text])
train_graph = tf.Graph()
with train_graph.as_default():
input_data, targets, lr, keep_prob, target_sequence_length, max_target_sequence_length, source_sequence_length = model_inputs()
#sequence_length = tf.placeholder_with_default(max_target_sentence_length, None, name='sequence_length')
input_shape = tf.shape(input_data)
train_logits, inference_logits = seq2seq_model(tf.reverse(input_data, [-1]),
targets,
keep_prob,
batch_size,
source_sequence_length,
target_sequence_length,
max_target_sequence_length,
len(source_vocab_to_int),
len(target_vocab_to_int),
encoding_embedding_size,
decoding_embedding_size,
rnn_size,
num_layers,
target_vocab_to_int)
training_logits = tf.identity(train_logits.rnn_output, name='logits')
inference_logits = tf.identity(inference_logits.sample_id, name='predictions')
masks = tf.sequence_mask(target_sequence_length, max_target_sequence_length, dtype=tf.float32, name='masks')
with tf.name_scope("optimization"):
# Loss function
cost = tf.contrib.seq2seq.sequence_loss(
training_logits,
targets,
masks)
# Optimizer
optimizer = tf.train.AdamOptimizer(lr)
# Gradient Clipping
gradients = optimizer.compute_gradients(cost)
capped_gradients = [(tf.clip_by_value(grad, -1., 1.), var) for grad, var in gradients if grad is not None]
train_op = optimizer.apply_gradients(capped_gradients)
Batch and pad the source and target sequences
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
def pad_sentence_batch(sentence_batch, pad_int):
"""Pad sentences with <PAD> so that each sentence of a batch has the same length"""
max_sentence = max([len(sentence) for sentence in sentence_batch])
return [sentence + [pad_int] * (max_sentence - len(sentence)) for sentence in sentence_batch]
def get_batches(sources, targets, batch_size, source_pad_int, target_pad_int):
"""Batch targets, sources, and the lengths of their sentences together"""
for batch_i in range(0, len(sources)//batch_size):
start_i = batch_i * batch_size
# Slice the right amount for the batch
sources_batch = sources[start_i:start_i + batch_size]
targets_batch = targets[start_i:start_i + batch_size]
# Pad
pad_sources_batch = np.array(pad_sentence_batch(sources_batch, source_pad_int))
pad_targets_batch = np.array(pad_sentence_batch(targets_batch, target_pad_int))
# Need the lengths for the _lengths parameters
pad_targets_lengths = []
for target in pad_targets_batch:
pad_targets_lengths.append(len(target))
pad_source_lengths = []
for source in pad_sources_batch:
pad_source_lengths.append(len(source))
yield pad_sources_batch, pad_targets_batch, pad_source_lengths, pad_targets_lengths
Train the neural network on the preprocessed data. If you have a hard time getting a good loss, check the forms to see if anyone is having the same problem.
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
def get_accuracy(target, logits):
"""
Calculate accuracy
"""
max_seq = max(target.shape[1], logits.shape[1])
if max_seq - target.shape[1]:
target = np.pad(
target,
[(0,0),(0,max_seq - target.shape[1])],
'constant')
if max_seq - logits.shape[1]:
logits = np.pad(
logits,
[(0,0),(0,max_seq - logits.shape[1])],
'constant')
return np.mean(np.equal(target, logits))
# Split data to training and validation sets
train_source = source_int_text[batch_size:]
train_target = target_int_text[batch_size:]
valid_source = source_int_text[:batch_size]
valid_target = target_int_text[:batch_size]
(valid_sources_batch, valid_targets_batch, valid_sources_lengths, valid_targets_lengths ) = next(get_batches(valid_source,
valid_target,
batch_size,
source_vocab_to_int['<PAD>'],
target_vocab_to_int['<PAD>']))
with tf.Session(graph=train_graph) as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epochs):
for batch_i, (source_batch, target_batch, sources_lengths, targets_lengths) in enumerate(
get_batches(train_source, train_target, batch_size,
source_vocab_to_int['<PAD>'],
target_vocab_to_int['<PAD>'])):
_, loss = sess.run(
[train_op, cost],
{input_data: source_batch,
targets: target_batch,
lr: learning_rate,
target_sequence_length: targets_lengths,
source_sequence_length: sources_lengths,
keep_prob: keep_probability})
if batch_i % display_step == 0 and batch_i > 0:
batch_train_logits = sess.run(
inference_logits,
{input_data: source_batch,
source_sequence_length: sources_lengths,
target_sequence_length: targets_lengths,
keep_prob: 1.0})
batch_valid_logits = sess.run(
inference_logits,
{input_data: valid_sources_batch,
source_sequence_length: valid_sources_lengths,
target_sequence_length: valid_targets_lengths,
keep_prob: 1.0})
train_acc = get_accuracy(target_batch, batch_train_logits)
valid_acc = get_accuracy(valid_targets_batch, batch_valid_logits)
print('Epoch {:>3} Batch {:>4}/{} - Train Accuracy: {:>6.4f}, Validation Accuracy: {:>6.4f}, Loss: {:>6.4f}'
.format(epoch_i, batch_i, len(source_int_text) // batch_size, train_acc, valid_acc, loss))
# Save Model
saver = tf.train.Saver()
saver.save(sess, save_path)
print('Model Trained and Saved')
Epoch 0 Batch 10/1077 - Train Accuracy: 0.2944, Validation Accuracy: 0.3860, Loss: 3.6442 Epoch 0 Batch 20/1077 - Train Accuracy: 0.3738, Validation Accuracy: 0.4318, Loss: 2.9143 Epoch 0 Batch 30/1077 - Train Accuracy: 0.3930, Validation Accuracy: 0.4585, Loss: 2.6690 Epoch 0 Batch 40/1077 - Train Accuracy: 0.4332, Validation Accuracy: 0.4893, Loss: 2.5099 Epoch 0 Batch 50/1077 - Train Accuracy: 0.4078, Validation Accuracy: 0.4794, Loss: 2.4308 Epoch 0 Batch 60/1077 - Train Accuracy: 0.4609, Validation Accuracy: 0.4893, Loss: 2.1820 Epoch 0 Batch 70/1077 - Train Accuracy: 0.4396, Validation Accuracy: 0.5092, Loss: 2.1728 Epoch 0 Batch 80/1077 - Train Accuracy: 0.4508, Validation Accuracy: 0.5142, Loss: 2.0199 Epoch 0 Batch 90/1077 - Train Accuracy: 0.4617, Validation Accuracy: 0.5153, Loss: 1.9250 Epoch 0 Batch 100/1077 - Train Accuracy: 0.4781, Validation Accuracy: 0.5256, Loss: 1.7825 Epoch 0 Batch 110/1077 - Train Accuracy: 0.4629, Validation Accuracy: 0.4933, Loss: 1.6438 Epoch 0 Batch 120/1077 - Train Accuracy: 0.4523, Validation Accuracy: 0.4954, Loss: 1.6287 Epoch 0 Batch 130/1077 - Train Accuracy: 0.4308, Validation Accuracy: 0.4851, Loss: 1.4813 Epoch 0 Batch 140/1077 - Train Accuracy: 0.4202, Validation Accuracy: 0.4918, Loss: 1.5889 Epoch 0 Batch 150/1077 - Train Accuracy: 0.4148, Validation Accuracy: 0.4435, Loss: 1.3781 Epoch 0 Batch 160/1077 - Train Accuracy: 0.4348, Validation Accuracy: 0.4680, Loss: 1.3902 Epoch 0 Batch 170/1077 - Train Accuracy: 0.4117, Validation Accuracy: 0.4741, Loss: 1.3671 Epoch 0 Batch 180/1077 - Train Accuracy: 0.4676, Validation Accuracy: 0.5149, Loss: 1.3047 Epoch 0 Batch 190/1077 - Train Accuracy: 0.4711, Validation Accuracy: 0.4989, Loss: 1.2497 Epoch 0 Batch 200/1077 - Train Accuracy: 0.4242, Validation Accuracy: 0.4872, Loss: 1.2431 Epoch 0 Batch 210/1077 - Train Accuracy: 0.4561, Validation Accuracy: 0.4847, Loss: 1.1963 Epoch 0 Batch 220/1077 - Train Accuracy: 0.4215, Validation Accuracy: 0.4901, Loss: 1.1461 Epoch 0 Batch 230/1077 - Train Accuracy: 0.5126, Validation Accuracy: 0.5320, Loss: 1.0532 Epoch 0 Batch 240/1077 - Train Accuracy: 0.5020, Validation Accuracy: 0.5714, Loss: 1.0738 Epoch 0 Batch 250/1077 - Train Accuracy: 0.5067, Validation Accuracy: 0.5412, Loss: 0.9485 Epoch 0 Batch 260/1077 - Train Accuracy: 0.5413, Validation Accuracy: 0.5636, Loss: 0.9408 Epoch 0 Batch 270/1077 - Train Accuracy: 0.4938, Validation Accuracy: 0.5653, Loss: 1.0198 Epoch 0 Batch 280/1077 - Train Accuracy: 0.5309, Validation Accuracy: 0.5664, Loss: 0.9727 Epoch 0 Batch 290/1077 - Train Accuracy: 0.5109, Validation Accuracy: 0.5657, Loss: 0.9510 Epoch 0 Batch 300/1077 - Train Accuracy: 0.5062, Validation Accuracy: 0.5739, Loss: 0.9300 Epoch 0 Batch 310/1077 - Train Accuracy: 0.5090, Validation Accuracy: 0.5714, Loss: 0.8904 Epoch 0 Batch 320/1077 - Train Accuracy: 0.5563, Validation Accuracy: 0.5575, Loss: 0.8549 Epoch 0 Batch 330/1077 - Train Accuracy: 0.5824, Validation Accuracy: 0.5763, Loss: 0.8382 Epoch 0 Batch 340/1077 - Train Accuracy: 0.5152, Validation Accuracy: 0.5803, Loss: 0.8303 Epoch 0 Batch 350/1077 - Train Accuracy: 0.5375, Validation Accuracy: 0.5568, Loss: 0.8448 Epoch 0 Batch 360/1077 - Train Accuracy: 0.5656, Validation Accuracy: 0.5891, Loss: 0.7971 Epoch 0 Batch 370/1077 - Train Accuracy: 0.5543, Validation Accuracy: 0.5913, Loss: 0.7324 Epoch 0 Batch 380/1077 - Train Accuracy: 0.5785, Validation Accuracy: 0.5959, Loss: 0.7557 Epoch 0 Batch 390/1077 - Train Accuracy: 0.5359, Validation Accuracy: 0.5941, Loss: 0.7948 Epoch 0 Batch 400/1077 - Train Accuracy: 0.5906, Validation Accuracy: 0.5952, Loss: 0.7588 Epoch 0 Batch 410/1077 - Train Accuracy: 0.5473, Validation Accuracy: 0.6112, Loss: 0.7719 Epoch 0 Batch 420/1077 - Train Accuracy: 0.5953, Validation Accuracy: 0.6062, Loss: 0.7061 Epoch 0 Batch 430/1077 - Train Accuracy: 0.5852, Validation Accuracy: 0.6097, Loss: 0.7179 Epoch 0 Batch 440/1077 - Train Accuracy: 0.5840, Validation Accuracy: 0.6232, Loss: 0.7499 Epoch 0 Batch 450/1077 - Train Accuracy: 0.5598, Validation Accuracy: 0.5977, Loss: 0.6898 Epoch 0 Batch 460/1077 - Train Accuracy: 0.5879, Validation Accuracy: 0.6264, Loss: 0.6953 Epoch 0 Batch 470/1077 - Train Accuracy: 0.5629, Validation Accuracy: 0.6040, Loss: 0.7082 Epoch 0 Batch 480/1077 - Train Accuracy: 0.5884, Validation Accuracy: 0.5856, Loss: 0.6792 Epoch 0 Batch 490/1077 - Train Accuracy: 0.5922, Validation Accuracy: 0.5980, Loss: 0.6831 Epoch 0 Batch 500/1077 - Train Accuracy: 0.6031, Validation Accuracy: 0.6278, Loss: 0.6521 Epoch 0 Batch 510/1077 - Train Accuracy: 0.6262, Validation Accuracy: 0.5959, Loss: 0.6420 Epoch 0 Batch 520/1077 - Train Accuracy: 0.6265, Validation Accuracy: 0.6172, Loss: 0.6021 Epoch 0 Batch 530/1077 - Train Accuracy: 0.6074, Validation Accuracy: 0.6190, Loss: 0.6355 Epoch 0 Batch 540/1077 - Train Accuracy: 0.5895, Validation Accuracy: 0.6197, Loss: 0.5941 Epoch 0 Batch 550/1077 - Train Accuracy: 0.5680, Validation Accuracy: 0.6314, Loss: 0.6551 Epoch 0 Batch 560/1077 - Train Accuracy: 0.5930, Validation Accuracy: 0.6179, Loss: 0.6009 Epoch 0 Batch 570/1077 - Train Accuracy: 0.5810, Validation Accuracy: 0.6140, Loss: 0.6335 Epoch 0 Batch 580/1077 - Train Accuracy: 0.6648, Validation Accuracy: 0.6342, Loss: 0.5504 Epoch 0 Batch 590/1077 - Train Accuracy: 0.5794, Validation Accuracy: 0.6112, Loss: 0.6162 Epoch 0 Batch 600/1077 - Train Accuracy: 0.6503, Validation Accuracy: 0.6303, Loss: 0.5534 Epoch 0 Batch 610/1077 - Train Accuracy: 0.6225, Validation Accuracy: 0.6314, Loss: 0.6137 Epoch 0 Batch 620/1077 - Train Accuracy: 0.6082, Validation Accuracy: 0.6502, Loss: 0.5559 Epoch 0 Batch 630/1077 - Train Accuracy: 0.6254, Validation Accuracy: 0.6467, Loss: 0.5823 Epoch 0 Batch 640/1077 - Train Accuracy: 0.5967, Validation Accuracy: 0.6491, Loss: 0.5634 Epoch 0 Batch 650/1077 - Train Accuracy: 0.6113, Validation Accuracy: 0.6360, Loss: 0.5845 Epoch 0 Batch 660/1077 - Train Accuracy: 0.6492, Validation Accuracy: 0.6428, Loss: 0.5930 Epoch 0 Batch 670/1077 - Train Accuracy: 0.6854, Validation Accuracy: 0.6495, Loss: 0.5274 Epoch 0 Batch 680/1077 - Train Accuracy: 0.6414, Validation Accuracy: 0.6534, Loss: 0.5473 Epoch 0 Batch 690/1077 - Train Accuracy: 0.6641, Validation Accuracy: 0.6491, Loss: 0.5442 Epoch 0 Batch 700/1077 - Train Accuracy: 0.6133, Validation Accuracy: 0.6559, Loss: 0.5343 Epoch 0 Batch 710/1077 - Train Accuracy: 0.6117, Validation Accuracy: 0.6541, Loss: 0.5506 Epoch 0 Batch 720/1077 - Train Accuracy: 0.6357, Validation Accuracy: 0.6396, Loss: 0.5769 Epoch 0 Batch 730/1077 - Train Accuracy: 0.6430, Validation Accuracy: 0.6197, Loss: 0.5497 Epoch 0 Batch 740/1077 - Train Accuracy: 0.6457, Validation Accuracy: 0.6584, Loss: 0.5341 Epoch 0 Batch 750/1077 - Train Accuracy: 0.6449, Validation Accuracy: 0.6392, Loss: 0.5226 Epoch 0 Batch 760/1077 - Train Accuracy: 0.6691, Validation Accuracy: 0.6619, Loss: 0.5338 Epoch 0 Batch 770/1077 - Train Accuracy: 0.6570, Validation Accuracy: 0.6754, Loss: 0.4894 Epoch 0 Batch 780/1077 - Train Accuracy: 0.6504, Validation Accuracy: 0.6705, Loss: 0.5308 Epoch 0 Batch 790/1077 - Train Accuracy: 0.6043, Validation Accuracy: 0.6708, Loss: 0.5411 Epoch 0 Batch 800/1077 - Train Accuracy: 0.6734, Validation Accuracy: 0.6630, Loss: 0.5157 Epoch 0 Batch 810/1077 - Train Accuracy: 0.6864, Validation Accuracy: 0.6857, Loss: 0.4679 Epoch 0 Batch 820/1077 - Train Accuracy: 0.6176, Validation Accuracy: 0.6342, Loss: 0.5233 Epoch 0 Batch 830/1077 - Train Accuracy: 0.6402, Validation Accuracy: 0.6964, Loss: 0.4934 Epoch 0 Batch 840/1077 - Train Accuracy: 0.6848, Validation Accuracy: 0.6648, Loss: 0.4634 Epoch 0 Batch 850/1077 - Train Accuracy: 0.6536, Validation Accuracy: 0.6871, Loss: 0.5017 Epoch 0 Batch 860/1077 - Train Accuracy: 0.6596, Validation Accuracy: 0.6882, Loss: 0.4665 Epoch 0 Batch 870/1077 - Train Accuracy: 0.6488, Validation Accuracy: 0.6705, Loss: 0.4827 Epoch 0 Batch 880/1077 - Train Accuracy: 0.7246, Validation Accuracy: 0.6832, Loss: 0.4627 Epoch 0 Batch 890/1077 - Train Accuracy: 0.7664, Validation Accuracy: 0.6854, Loss: 0.4295 Epoch 0 Batch 900/1077 - Train Accuracy: 0.6996, Validation Accuracy: 0.6857, Loss: 0.4596 Epoch 0 Batch 910/1077 - Train Accuracy: 0.6782, Validation Accuracy: 0.6854, Loss: 0.4390 Epoch 0 Batch 920/1077 - Train Accuracy: 0.7328, Validation Accuracy: 0.7266, Loss: 0.4528 Epoch 0 Batch 930/1077 - Train Accuracy: 0.7184, Validation Accuracy: 0.6925, Loss: 0.4342 Epoch 0 Batch 940/1077 - Train Accuracy: 0.7391, Validation Accuracy: 0.7070, Loss: 0.4235 Epoch 0 Batch 950/1077 - Train Accuracy: 0.7061, Validation Accuracy: 0.6932, Loss: 0.4055 Epoch 0 Batch 960/1077 - Train Accuracy: 0.7374, Validation Accuracy: 0.7223, Loss: 0.4039 Epoch 0 Batch 970/1077 - Train Accuracy: 0.7668, Validation Accuracy: 0.7290, Loss: 0.4095 Epoch 0 Batch 980/1077 - Train Accuracy: 0.7203, Validation Accuracy: 0.7244, Loss: 0.4093 Epoch 0 Batch 990/1077 - Train Accuracy: 0.7076, Validation Accuracy: 0.7582, Loss: 0.4245 Epoch 0 Batch 1000/1077 - Train Accuracy: 0.7712, Validation Accuracy: 0.7411, Loss: 0.3705 Epoch 0 Batch 1010/1077 - Train Accuracy: 0.7594, Validation Accuracy: 0.7528, Loss: 0.3950 Epoch 0 Batch 1020/1077 - Train Accuracy: 0.7895, Validation Accuracy: 0.7706, Loss: 0.3634 Epoch 0 Batch 1030/1077 - Train Accuracy: 0.7719, Validation Accuracy: 0.7649, Loss: 0.3949 Epoch 0 Batch 1040/1077 - Train Accuracy: 0.7763, Validation Accuracy: 0.7720, Loss: 0.3863 Epoch 0 Batch 1050/1077 - Train Accuracy: 0.7215, Validation Accuracy: 0.7603, Loss: 0.3689 Epoch 0 Batch 1060/1077 - Train Accuracy: 0.7801, Validation Accuracy: 0.7727, Loss: 0.3418 Epoch 0 Batch 1070/1077 - Train Accuracy: 0.7230, Validation Accuracy: 0.7784, Loss: 0.3667 Epoch 1 Batch 10/1077 - Train Accuracy: 0.7907, Validation Accuracy: 0.7727, Loss: 0.3606 Epoch 1 Batch 20/1077 - Train Accuracy: 0.7797, Validation Accuracy: 0.7823, Loss: 0.3304 Epoch 1 Batch 30/1077 - Train Accuracy: 0.7969, Validation Accuracy: 0.7717, Loss: 0.3319 Epoch 1 Batch 40/1077 - Train Accuracy: 0.7969, Validation Accuracy: 0.7830, Loss: 0.3229 Epoch 1 Batch 50/1077 - Train Accuracy: 0.7973, Validation Accuracy: 0.7891, Loss: 0.3141 Epoch 1 Batch 60/1077 - Train Accuracy: 0.7932, Validation Accuracy: 0.7887, Loss: 0.3010 Epoch 1 Batch 70/1077 - Train Accuracy: 0.7899, Validation Accuracy: 0.7962, Loss: 0.3121 Epoch 1 Batch 80/1077 - Train Accuracy: 0.8133, Validation Accuracy: 0.8129, Loss: 0.2924 Epoch 1 Batch 90/1077 - Train Accuracy: 0.7973, Validation Accuracy: 0.7919, Loss: 0.3220 Epoch 1 Batch 100/1077 - Train Accuracy: 0.8008, Validation Accuracy: 0.8050, Loss: 0.2972 Epoch 1 Batch 110/1077 - Train Accuracy: 0.8457, Validation Accuracy: 0.8065, Loss: 0.2724 Epoch 1 Batch 120/1077 - Train Accuracy: 0.8305, Validation Accuracy: 0.7937, Loss: 0.2927 Epoch 1 Batch 130/1077 - Train Accuracy: 0.8296, Validation Accuracy: 0.7944, Loss: 0.2625 Epoch 1 Batch 140/1077 - Train Accuracy: 0.8236, Validation Accuracy: 0.7912, Loss: 0.2795 Epoch 1 Batch 150/1077 - Train Accuracy: 0.8356, Validation Accuracy: 0.8132, Loss: 0.2619 Epoch 1 Batch 160/1077 - Train Accuracy: 0.8238, Validation Accuracy: 0.8381, Loss: 0.2586 Epoch 1 Batch 170/1077 - Train Accuracy: 0.7918, Validation Accuracy: 0.8306, Loss: 0.2683 Epoch 1 Batch 180/1077 - Train Accuracy: 0.8242, Validation Accuracy: 0.8157, Loss: 0.2505 Epoch 1 Batch 190/1077 - Train Accuracy: 0.8848, Validation Accuracy: 0.8402, Loss: 0.2537 Epoch 1 Batch 200/1077 - Train Accuracy: 0.8000, Validation Accuracy: 0.8249, Loss: 0.2593 Epoch 1 Batch 210/1077 - Train Accuracy: 0.8411, Validation Accuracy: 0.8434, Loss: 0.2385 Epoch 1 Batch 220/1077 - Train Accuracy: 0.8623, Validation Accuracy: 0.8203, Loss: 0.2335 Epoch 1 Batch 230/1077 - Train Accuracy: 0.8571, Validation Accuracy: 0.8469, Loss: 0.2324 Epoch 1 Batch 240/1077 - Train Accuracy: 0.8543, Validation Accuracy: 0.8512, Loss: 0.2266 Epoch 1 Batch 250/1077 - Train Accuracy: 0.8658, Validation Accuracy: 0.8320, Loss: 0.2007 Epoch 1 Batch 260/1077 - Train Accuracy: 0.8597, Validation Accuracy: 0.8551, Loss: 0.2081 Epoch 1 Batch 270/1077 - Train Accuracy: 0.8207, Validation Accuracy: 0.8626, Loss: 0.2358 Epoch 1 Batch 280/1077 - Train Accuracy: 0.8289, Validation Accuracy: 0.8402, Loss: 0.2241 Epoch 1 Batch 290/1077 - Train Accuracy: 0.8527, Validation Accuracy: 0.8643, Loss: 0.2376 Epoch 1 Batch 300/1077 - Train Accuracy: 0.8618, Validation Accuracy: 0.8384, Loss: 0.1999 Epoch 1 Batch 310/1077 - Train Accuracy: 0.8594, Validation Accuracy: 0.8658, Loss: 0.2076 Epoch 1 Batch 320/1077 - Train Accuracy: 0.8785, Validation Accuracy: 0.8587, Loss: 0.2116 Epoch 1 Batch 330/1077 - Train Accuracy: 0.8680, Validation Accuracy: 0.8533, Loss: 0.2008 Epoch 1 Batch 340/1077 - Train Accuracy: 0.8993, Validation Accuracy: 0.8391, Loss: 0.1919 Epoch 1 Batch 350/1077 - Train Accuracy: 0.8645, Validation Accuracy: 0.8402, Loss: 0.1963 Epoch 1 Batch 360/1077 - Train Accuracy: 0.8984, Validation Accuracy: 0.8548, Loss: 0.1762 Epoch 1 Batch 370/1077 - Train Accuracy: 0.8973, Validation Accuracy: 0.8477, Loss: 0.1761 Epoch 1 Batch 380/1077 - Train Accuracy: 0.8797, Validation Accuracy: 0.8746, Loss: 0.1704 Epoch 1 Batch 390/1077 - Train Accuracy: 0.8223, Validation Accuracy: 0.8707, Loss: 0.1900 Epoch 1 Batch 400/1077 - Train Accuracy: 0.8887, Validation Accuracy: 0.8622, Loss: 0.1874 Epoch 1 Batch 410/1077 - Train Accuracy: 0.8442, Validation Accuracy: 0.8580, Loss: 0.1812 Epoch 1 Batch 420/1077 - Train Accuracy: 0.9074, Validation Accuracy: 0.8619, Loss: 0.1607 Epoch 1 Batch 430/1077 - Train Accuracy: 0.8895, Validation Accuracy: 0.8604, Loss: 0.1564 Epoch 1 Batch 440/1077 - Train Accuracy: 0.8641, Validation Accuracy: 0.8622, Loss: 0.1778 Epoch 1 Batch 450/1077 - Train Accuracy: 0.8703, Validation Accuracy: 0.8540, Loss: 0.1562 Epoch 1 Batch 460/1077 - Train Accuracy: 0.8766, Validation Accuracy: 0.8707, Loss: 0.1620 Epoch 1 Batch 470/1077 - Train Accuracy: 0.8882, Validation Accuracy: 0.8615, Loss: 0.1633 Epoch 1 Batch 480/1077 - Train Accuracy: 0.9009, Validation Accuracy: 0.8587, Loss: 0.1486 Epoch 1 Batch 490/1077 - Train Accuracy: 0.8633, Validation Accuracy: 0.8725, Loss: 0.1510 Epoch 1 Batch 500/1077 - Train Accuracy: 0.9043, Validation Accuracy: 0.8881, Loss: 0.1268 Epoch 1 Batch 510/1077 - Train Accuracy: 0.8664, Validation Accuracy: 0.8679, Loss: 0.1454 Epoch 1 Batch 520/1077 - Train Accuracy: 0.9066, Validation Accuracy: 0.8793, Loss: 0.1279 Epoch 1 Batch 530/1077 - Train Accuracy: 0.8742, Validation Accuracy: 0.8626, Loss: 0.1381 Epoch 1 Batch 540/1077 - Train Accuracy: 0.8785, Validation Accuracy: 0.8736, Loss: 0.1183 Epoch 1 Batch 550/1077 - Train Accuracy: 0.8605, Validation Accuracy: 0.8686, Loss: 0.1360 Epoch 1 Batch 560/1077 - Train Accuracy: 0.9074, Validation Accuracy: 0.8686, Loss: 0.1262 Epoch 1 Batch 570/1077 - Train Accuracy: 0.8890, Validation Accuracy: 0.8718, Loss: 0.1453 Epoch 1 Batch 580/1077 - Train Accuracy: 0.8880, Validation Accuracy: 0.8757, Loss: 0.1148 Epoch 1 Batch 590/1077 - Train Accuracy: 0.8495, Validation Accuracy: 0.8821, Loss: 0.1400 Epoch 1 Batch 600/1077 - Train Accuracy: 0.8932, Validation Accuracy: 0.8636, Loss: 0.1239 Epoch 1 Batch 610/1077 - Train Accuracy: 0.8939, Validation Accuracy: 0.8796, Loss: 0.1313 Epoch 1 Batch 620/1077 - Train Accuracy: 0.9191, Validation Accuracy: 0.8825, Loss: 0.1111 Epoch 1 Batch 630/1077 - Train Accuracy: 0.9223, Validation Accuracy: 0.8977, Loss: 0.1090 Epoch 1 Batch 640/1077 - Train Accuracy: 0.8798, Validation Accuracy: 0.8647, Loss: 0.1107 Epoch 1 Batch 650/1077 - Train Accuracy: 0.8988, Validation Accuracy: 0.8970, Loss: 0.1174 Epoch 1 Batch 660/1077 - Train Accuracy: 0.8809, Validation Accuracy: 0.8683, Loss: 0.1109 Epoch 1 Batch 670/1077 - Train Accuracy: 0.9332, Validation Accuracy: 0.8888, Loss: 0.1168 Epoch 1 Batch 680/1077 - Train Accuracy: 0.8940, Validation Accuracy: 0.8722, Loss: 0.1163 Epoch 1 Batch 690/1077 - Train Accuracy: 0.9148, Validation Accuracy: 0.8810, Loss: 0.0972 Epoch 1 Batch 700/1077 - Train Accuracy: 0.9090, Validation Accuracy: 0.8739, Loss: 0.0940 Epoch 1 Batch 710/1077 - Train Accuracy: 0.8891, Validation Accuracy: 0.8853, Loss: 0.0871 Epoch 1 Batch 720/1077 - Train Accuracy: 0.8799, Validation Accuracy: 0.8800, Loss: 0.1115 Epoch 1 Batch 730/1077 - Train Accuracy: 0.9051, Validation Accuracy: 0.8757, Loss: 0.1130 Epoch 1 Batch 740/1077 - Train Accuracy: 0.9062, Validation Accuracy: 0.9052, Loss: 0.0904 Epoch 1 Batch 750/1077 - Train Accuracy: 0.8930, Validation Accuracy: 0.8899, Loss: 0.0931 Epoch 1 Batch 760/1077 - Train Accuracy: 0.9070, Validation Accuracy: 0.8906, Loss: 0.1155 Epoch 1 Batch 770/1077 - Train Accuracy: 0.9040, Validation Accuracy: 0.8938, Loss: 0.1008 Epoch 1 Batch 780/1077 - Train Accuracy: 0.8598, Validation Accuracy: 0.8857, Loss: 0.1257 Epoch 1 Batch 790/1077 - Train Accuracy: 0.8477, Validation Accuracy: 0.8910, Loss: 0.1041 Epoch 1 Batch 800/1077 - Train Accuracy: 0.9055, Validation Accuracy: 0.8892, Loss: 0.0906 Epoch 1 Batch 810/1077 - Train Accuracy: 0.9081, Validation Accuracy: 0.8761, Loss: 0.0857 Epoch 1 Batch 820/1077 - Train Accuracy: 0.8836, Validation Accuracy: 0.8839, Loss: 0.0877 Epoch 1 Batch 830/1077 - Train Accuracy: 0.8656, Validation Accuracy: 0.9002, Loss: 0.0975 Epoch 1 Batch 840/1077 - Train Accuracy: 0.9117, Validation Accuracy: 0.8888, Loss: 0.0836 Epoch 1 Batch 850/1077 - Train Accuracy: 0.9018, Validation Accuracy: 0.9034, Loss: 0.1125 Epoch 1 Batch 860/1077 - Train Accuracy: 0.9330, Validation Accuracy: 0.9137, Loss: 0.0902 Epoch 1 Batch 870/1077 - Train Accuracy: 0.8882, Validation Accuracy: 0.8860, Loss: 0.0943 Epoch 1 Batch 880/1077 - Train Accuracy: 0.9246, Validation Accuracy: 0.8910, Loss: 0.1003 Epoch 1 Batch 890/1077 - Train Accuracy: 0.9230, Validation Accuracy: 0.8917, Loss: 0.0860 Epoch 1 Batch 900/1077 - Train Accuracy: 0.9363, Validation Accuracy: 0.8938, Loss: 0.0912 Epoch 1 Batch 910/1077 - Train Accuracy: 0.9189, Validation Accuracy: 0.8807, Loss: 0.0869 Epoch 1 Batch 920/1077 - Train Accuracy: 0.9117, Validation Accuracy: 0.9151, Loss: 0.0809 Epoch 1 Batch 930/1077 - Train Accuracy: 0.9117, Validation Accuracy: 0.8931, Loss: 0.0794 Epoch 1 Batch 940/1077 - Train Accuracy: 0.9180, Validation Accuracy: 0.8938, Loss: 0.0678 Epoch 1 Batch 950/1077 - Train Accuracy: 0.9178, Validation Accuracy: 0.8938, Loss: 0.0743 Epoch 1 Batch 960/1077 - Train Accuracy: 0.9059, Validation Accuracy: 0.9027, Loss: 0.0867 Epoch 1 Batch 970/1077 - Train Accuracy: 0.9395, Validation Accuracy: 0.9169, Loss: 0.0893 Epoch 1 Batch 980/1077 - Train Accuracy: 0.8816, Validation Accuracy: 0.9077, Loss: 0.0917 Epoch 1 Batch 990/1077 - Train Accuracy: 0.9293, Validation Accuracy: 0.9091, Loss: 0.0856 Epoch 1 Batch 1000/1077 - Train Accuracy: 0.9111, Validation Accuracy: 0.8871, Loss: 0.0762 Epoch 1 Batch 1010/1077 - Train Accuracy: 0.9305, Validation Accuracy: 0.9052, Loss: 0.0729 Epoch 1 Batch 1020/1077 - Train Accuracy: 0.9430, Validation Accuracy: 0.8999, Loss: 0.0631 Epoch 1 Batch 1030/1077 - Train Accuracy: 0.9141, Validation Accuracy: 0.9055, Loss: 0.0755 Epoch 1 Batch 1040/1077 - Train Accuracy: 0.9174, Validation Accuracy: 0.9123, Loss: 0.0812 Epoch 1 Batch 1050/1077 - Train Accuracy: 0.9195, Validation Accuracy: 0.8995, Loss: 0.0701 Epoch 1 Batch 1060/1077 - Train Accuracy: 0.9129, Validation Accuracy: 0.9144, Loss: 0.0669 Epoch 1 Batch 1070/1077 - Train Accuracy: 0.9184, Validation Accuracy: 0.9016, Loss: 0.0715 Epoch 2 Batch 10/1077 - Train Accuracy: 0.9145, Validation Accuracy: 0.8960, Loss: 0.0761 Epoch 2 Batch 20/1077 - Train Accuracy: 0.8961, Validation Accuracy: 0.9169, Loss: 0.0622 Epoch 2 Batch 30/1077 - Train Accuracy: 0.9359, Validation Accuracy: 0.9336, Loss: 0.0655 Epoch 2 Batch 40/1077 - Train Accuracy: 0.9316, Validation Accuracy: 0.9158, Loss: 0.0624 Epoch 2 Batch 50/1077 - Train Accuracy: 0.9367, Validation Accuracy: 0.9112, Loss: 0.0669 Epoch 2 Batch 60/1077 - Train Accuracy: 0.9193, Validation Accuracy: 0.9173, Loss: 0.0580 Epoch 2 Batch 70/1077 - Train Accuracy: 0.9194, Validation Accuracy: 0.9215, Loss: 0.0675 Epoch 2 Batch 80/1077 - Train Accuracy: 0.9285, Validation Accuracy: 0.9151, Loss: 0.0586 Epoch 2 Batch 90/1077 - Train Accuracy: 0.8934, Validation Accuracy: 0.9087, Loss: 0.0746 Epoch 2 Batch 100/1077 - Train Accuracy: 0.9414, Validation Accuracy: 0.9119, Loss: 0.0661 Epoch 2 Batch 110/1077 - Train Accuracy: 0.9531, Validation Accuracy: 0.9155, Loss: 0.0544 Epoch 2 Batch 120/1077 - Train Accuracy: 0.9211, Validation Accuracy: 0.9080, Loss: 0.0723 Epoch 2 Batch 130/1077 - Train Accuracy: 0.9222, Validation Accuracy: 0.9137, Loss: 0.0617 Epoch 2 Batch 140/1077 - Train Accuracy: 0.9169, Validation Accuracy: 0.9002, Loss: 0.0638 Epoch 2 Batch 150/1077 - Train Accuracy: 0.9137, Validation Accuracy: 0.9027, Loss: 0.0738 Epoch 2 Batch 160/1077 - Train Accuracy: 0.9105, Validation Accuracy: 0.9109, Loss: 0.0559 Epoch 2 Batch 170/1077 - Train Accuracy: 0.9266, Validation Accuracy: 0.9080, Loss: 0.0655 Epoch 2 Batch 180/1077 - Train Accuracy: 0.9051, Validation Accuracy: 0.9201, Loss: 0.0607 Epoch 2 Batch 190/1077 - Train Accuracy: 0.9371, Validation Accuracy: 0.9119, Loss: 0.0560 Epoch 2 Batch 200/1077 - Train Accuracy: 0.9156, Validation Accuracy: 0.9233, Loss: 0.0668 Epoch 2 Batch 210/1077 - Train Accuracy: 0.9122, Validation Accuracy: 0.9119, Loss: 0.0661 Epoch 2 Batch 220/1077 - Train Accuracy: 0.9416, Validation Accuracy: 0.9357, Loss: 0.0585 Epoch 2 Batch 230/1077 - Train Accuracy: 0.9364, Validation Accuracy: 0.9027, Loss: 0.0509 Epoch 2 Batch 240/1077 - Train Accuracy: 0.9488, Validation Accuracy: 0.9169, Loss: 0.0599 Epoch 2 Batch 250/1077 - Train Accuracy: 0.9265, Validation Accuracy: 0.9229, Loss: 0.0528 Epoch 2 Batch 260/1077 - Train Accuracy: 0.9371, Validation Accuracy: 0.9318, Loss: 0.0500 Epoch 2 Batch 270/1077 - Train Accuracy: 0.9137, Validation Accuracy: 0.9371, Loss: 0.0628 Epoch 2 Batch 280/1077 - Train Accuracy: 0.9129, Validation Accuracy: 0.9261, Loss: 0.0636 Epoch 2 Batch 290/1077 - Train Accuracy: 0.9348, Validation Accuracy: 0.9197, Loss: 0.0809 Epoch 2 Batch 300/1077 - Train Accuracy: 0.9597, Validation Accuracy: 0.9418, Loss: 0.0519 Epoch 2 Batch 310/1077 - Train Accuracy: 0.9320, Validation Accuracy: 0.9098, Loss: 0.0551 Epoch 2 Batch 320/1077 - Train Accuracy: 0.9504, Validation Accuracy: 0.9151, Loss: 0.0763 Epoch 2 Batch 330/1077 - Train Accuracy: 0.9180, Validation Accuracy: 0.9201, Loss: 0.0628 Epoch 2 Batch 340/1077 - Train Accuracy: 0.9433, Validation Accuracy: 0.9148, Loss: 0.0561 Epoch 2 Batch 350/1077 - Train Accuracy: 0.9492, Validation Accuracy: 0.9272, Loss: 0.0554 Epoch 2 Batch 360/1077 - Train Accuracy: 0.9754, Validation Accuracy: 0.9258, Loss: 0.0411 Epoch 2 Batch 370/1077 - Train Accuracy: 0.9587, Validation Accuracy: 0.9073, Loss: 0.0539 Epoch 2 Batch 380/1077 - Train Accuracy: 0.9551, Validation Accuracy: 0.9276, Loss: 0.0485 Epoch 2 Batch 390/1077 - Train Accuracy: 0.9121, Validation Accuracy: 0.9247, Loss: 0.0639 Epoch 2 Batch 400/1077 - Train Accuracy: 0.9285, Validation Accuracy: 0.9077, Loss: 0.0659 Epoch 2 Batch 410/1077 - Train Accuracy: 0.9256, Validation Accuracy: 0.9226, Loss: 0.0667 Epoch 2 Batch 420/1077 - Train Accuracy: 0.9680, Validation Accuracy: 0.9379, Loss: 0.0418 Epoch 2 Batch 430/1077 - Train Accuracy: 0.9387, Validation Accuracy: 0.9347, Loss: 0.0466 Epoch 2 Batch 440/1077 - Train Accuracy: 0.9242, Validation Accuracy: 0.9254, Loss: 0.0661 Epoch 2 Batch 450/1077 - Train Accuracy: 0.9402, Validation Accuracy: 0.9119, Loss: 0.0585 Epoch 2 Batch 460/1077 - Train Accuracy: 0.9301, Validation Accuracy: 0.9169, Loss: 0.0607 Epoch 2 Batch 470/1077 - Train Accuracy: 0.9601, Validation Accuracy: 0.9251, Loss: 0.0520 Epoch 2 Batch 480/1077 - Train Accuracy: 0.9470, Validation Accuracy: 0.9109, Loss: 0.0533 Epoch 2 Batch 490/1077 - Train Accuracy: 0.9129, Validation Accuracy: 0.9155, Loss: 0.0542 Epoch 2 Batch 500/1077 - Train Accuracy: 0.9449, Validation Accuracy: 0.9169, Loss: 0.0428 Epoch 2 Batch 510/1077 - Train Accuracy: 0.9203, Validation Accuracy: 0.9276, Loss: 0.0593 Epoch 2 Batch 520/1077 - Train Accuracy: 0.9483, Validation Accuracy: 0.9123, Loss: 0.0488 Epoch 2 Batch 530/1077 - Train Accuracy: 0.9168, Validation Accuracy: 0.9304, Loss: 0.0544 Epoch 2 Batch 540/1077 - Train Accuracy: 0.9434, Validation Accuracy: 0.9222, Loss: 0.0512 Epoch 2 Batch 550/1077 - Train Accuracy: 0.9367, Validation Accuracy: 0.9176, Loss: 0.0481 Epoch 2 Batch 560/1077 - Train Accuracy: 0.9598, Validation Accuracy: 0.9329, Loss: 0.0413 Epoch 2 Batch 570/1077 - Train Accuracy: 0.9280, Validation Accuracy: 0.9176, Loss: 0.0602 Epoch 2 Batch 580/1077 - Train Accuracy: 0.9542, Validation Accuracy: 0.9322, Loss: 0.0446 Epoch 2 Batch 590/1077 - Train Accuracy: 0.9293, Validation Accuracy: 0.9123, Loss: 0.0529 Epoch 2 Batch 600/1077 - Train Accuracy: 0.9479, Validation Accuracy: 0.9332, Loss: 0.0524 Epoch 2 Batch 610/1077 - Train Accuracy: 0.9412, Validation Accuracy: 0.9396, Loss: 0.0529 Epoch 2 Batch 620/1077 - Train Accuracy: 0.9531, Validation Accuracy: 0.9332, Loss: 0.0417 Epoch 2 Batch 630/1077 - Train Accuracy: 0.9660, Validation Accuracy: 0.9389, Loss: 0.0450 Epoch 2 Batch 640/1077 - Train Accuracy: 0.9382, Validation Accuracy: 0.9272, Loss: 0.0485 Epoch 2 Batch 650/1077 - Train Accuracy: 0.9324, Validation Accuracy: 0.9393, Loss: 0.0493 Epoch 2 Batch 660/1077 - Train Accuracy: 0.9457, Validation Accuracy: 0.9315, Loss: 0.0422 Epoch 2 Batch 670/1077 - Train Accuracy: 0.9361, Validation Accuracy: 0.9268, Loss: 0.0473 Epoch 2 Batch 680/1077 - Train Accuracy: 0.9323, Validation Accuracy: 0.9403, Loss: 0.0532 Epoch 2 Batch 690/1077 - Train Accuracy: 0.9289, Validation Accuracy: 0.9261, Loss: 0.0467 Epoch 2 Batch 700/1077 - Train Accuracy: 0.9613, Validation Accuracy: 0.9425, Loss: 0.0367 Epoch 2 Batch 710/1077 - Train Accuracy: 0.9520, Validation Accuracy: 0.9251, Loss: 0.0390 Epoch 2 Batch 720/1077 - Train Accuracy: 0.9215, Validation Accuracy: 0.9471, Loss: 0.0477 Epoch 2 Batch 730/1077 - Train Accuracy: 0.9469, Validation Accuracy: 0.9293, Loss: 0.0522 Epoch 2 Batch 740/1077 - Train Accuracy: 0.9473, Validation Accuracy: 0.9379, Loss: 0.0356 Epoch 2 Batch 750/1077 - Train Accuracy: 0.9516, Validation Accuracy: 0.9293, Loss: 0.0441 Epoch 2 Batch 760/1077 - Train Accuracy: 0.9363, Validation Accuracy: 0.9435, Loss: 0.0532 Epoch 2 Batch 770/1077 - Train Accuracy: 0.9468, Validation Accuracy: 0.9407, Loss: 0.0437 Epoch 2 Batch 780/1077 - Train Accuracy: 0.9172, Validation Accuracy: 0.9354, Loss: 0.0623 Epoch 2 Batch 790/1077 - Train Accuracy: 0.9227, Validation Accuracy: 0.9499, Loss: 0.0466 Epoch 2 Batch 800/1077 - Train Accuracy: 0.9633, Validation Accuracy: 0.9386, Loss: 0.0400 Epoch 2 Batch 810/1077 - Train Accuracy: 0.9315, Validation Accuracy: 0.9265, Loss: 0.0369 Epoch 2 Batch 820/1077 - Train Accuracy: 0.9379, Validation Accuracy: 0.9350, Loss: 0.0366 Epoch 2 Batch 830/1077 - Train Accuracy: 0.9086, Validation Accuracy: 0.9244, Loss: 0.0529 Epoch 2 Batch 840/1077 - Train Accuracy: 0.9563, Validation Accuracy: 0.9361, Loss: 0.0382 Epoch 2 Batch 850/1077 - Train Accuracy: 0.9520, Validation Accuracy: 0.9506, Loss: 0.0608 Epoch 2 Batch 860/1077 - Train Accuracy: 0.9576, Validation Accuracy: 0.9542, Loss: 0.0437 Epoch 2 Batch 870/1077 - Train Accuracy: 0.9206, Validation Accuracy: 0.9311, Loss: 0.0471 Epoch 2 Batch 880/1077 - Train Accuracy: 0.9598, Validation Accuracy: 0.9450, Loss: 0.0489 Epoch 2 Batch 890/1077 - Train Accuracy: 0.9401, Validation Accuracy: 0.9244, Loss: 0.0435 Epoch 2 Batch 900/1077 - Train Accuracy: 0.9512, Validation Accuracy: 0.9219, Loss: 0.0487 Epoch 2 Batch 910/1077 - Train Accuracy: 0.9286, Validation Accuracy: 0.9393, Loss: 0.0454 Epoch 2 Batch 920/1077 - Train Accuracy: 0.9637, Validation Accuracy: 0.9219, Loss: 0.0361 Epoch 2 Batch 930/1077 - Train Accuracy: 0.9383, Validation Accuracy: 0.9450, Loss: 0.0415 Epoch 2 Batch 940/1077 - Train Accuracy: 0.9547, Validation Accuracy: 0.9389, Loss: 0.0397 Epoch 2 Batch 950/1077 - Train Accuracy: 0.9505, Validation Accuracy: 0.9371, Loss: 0.0361 Epoch 2 Batch 960/1077 - Train Accuracy: 0.9516, Validation Accuracy: 0.9283, Loss: 0.0400 Epoch 2 Batch 970/1077 - Train Accuracy: 0.9590, Validation Accuracy: 0.9364, Loss: 0.0401 Epoch 2 Batch 980/1077 - Train Accuracy: 0.9277, Validation Accuracy: 0.9396, Loss: 0.0489 Epoch 2 Batch 990/1077 - Train Accuracy: 0.9519, Validation Accuracy: 0.9492, Loss: 0.0483 Epoch 2 Batch 1000/1077 - Train Accuracy: 0.9394, Validation Accuracy: 0.9432, Loss: 0.0435 Epoch 2 Batch 1010/1077 - Train Accuracy: 0.9676, Validation Accuracy: 0.9411, Loss: 0.0349 Epoch 2 Batch 1020/1077 - Train Accuracy: 0.9746, Validation Accuracy: 0.9535, Loss: 0.0333 Epoch 2 Batch 1030/1077 - Train Accuracy: 0.9715, Validation Accuracy: 0.9428, Loss: 0.0416 Epoch 2 Batch 1040/1077 - Train Accuracy: 0.9622, Validation Accuracy: 0.9471, Loss: 0.0415 Epoch 2 Batch 1050/1077 - Train Accuracy: 0.9664, Validation Accuracy: 0.9371, Loss: 0.0349 Epoch 2 Batch 1060/1077 - Train Accuracy: 0.9441, Validation Accuracy: 0.9389, Loss: 0.0349 Epoch 2 Batch 1070/1077 - Train Accuracy: 0.9504, Validation Accuracy: 0.9400, Loss: 0.0325 Epoch 3 Batch 10/1077 - Train Accuracy: 0.9568, Validation Accuracy: 0.9450, Loss: 0.0372 Epoch 3 Batch 20/1077 - Train Accuracy: 0.9508, Validation Accuracy: 0.9663, Loss: 0.0319 Epoch 3 Batch 30/1077 - Train Accuracy: 0.9594, Validation Accuracy: 0.9364, Loss: 0.0309 Epoch 3 Batch 40/1077 - Train Accuracy: 0.9805, Validation Accuracy: 0.9457, Loss: 0.0295 Epoch 3 Batch 50/1077 - Train Accuracy: 0.9688, Validation Accuracy: 0.9375, Loss: 0.0372 Epoch 3 Batch 60/1077 - Train Accuracy: 0.9520, Validation Accuracy: 0.9371, Loss: 0.0309 Epoch 3 Batch 70/1077 - Train Accuracy: 0.9515, Validation Accuracy: 0.9442, Loss: 0.0366 Epoch 3 Batch 80/1077 - Train Accuracy: 0.9707, Validation Accuracy: 0.9549, Loss: 0.0307 Epoch 3 Batch 90/1077 - Train Accuracy: 0.9496, Validation Accuracy: 0.9421, Loss: 0.0397 Epoch 3 Batch 100/1077 - Train Accuracy: 0.9723, Validation Accuracy: 0.9535, Loss: 0.0310 Epoch 3 Batch 110/1077 - Train Accuracy: 0.9676, Validation Accuracy: 0.9492, Loss: 0.0310 Epoch 3 Batch 120/1077 - Train Accuracy: 0.9387, Validation Accuracy: 0.9528, Loss: 0.0413 Epoch 3 Batch 130/1077 - Train Accuracy: 0.9658, Validation Accuracy: 0.9453, Loss: 0.0313 Epoch 3 Batch 140/1077 - Train Accuracy: 0.9618, Validation Accuracy: 0.9535, Loss: 0.0345 Epoch 3 Batch 150/1077 - Train Accuracy: 0.9386, Validation Accuracy: 0.9528, Loss: 0.0411 Epoch 3 Batch 160/1077 - Train Accuracy: 0.9625, Validation Accuracy: 0.9567, Loss: 0.0280 Epoch 3 Batch 170/1077 - Train Accuracy: 0.9566, Validation Accuracy: 0.9482, Loss: 0.0394 Epoch 3 Batch 180/1077 - Train Accuracy: 0.9621, Validation Accuracy: 0.9535, Loss: 0.0331 Epoch 3 Batch 190/1077 - Train Accuracy: 0.9703, Validation Accuracy: 0.9521, Loss: 0.0326 Epoch 3 Batch 200/1077 - Train Accuracy: 0.9465, Validation Accuracy: 0.9581, Loss: 0.0401 Epoch 3 Batch 210/1077 - Train Accuracy: 0.9554, Validation Accuracy: 0.9471, Loss: 0.0370 Epoch 3 Batch 220/1077 - Train Accuracy: 0.9535, Validation Accuracy: 0.9418, Loss: 0.0320 Epoch 3 Batch 230/1077 - Train Accuracy: 0.9464, Validation Accuracy: 0.9538, Loss: 0.0357 Epoch 3 Batch 240/1077 - Train Accuracy: 0.9793, Validation Accuracy: 0.9517, Loss: 0.0323 Epoch 3 Batch 250/1077 - Train Accuracy: 0.9492, Validation Accuracy: 0.9513, Loss: 0.0333 Epoch 3 Batch 260/1077 - Train Accuracy: 0.9516, Validation Accuracy: 0.9631, Loss: 0.0284 Epoch 3 Batch 270/1077 - Train Accuracy: 0.9391, Validation Accuracy: 0.9418, Loss: 0.0373 Epoch 3 Batch 280/1077 - Train Accuracy: 0.9418, Validation Accuracy: 0.9435, Loss: 0.0405 Epoch 3 Batch 290/1077 - Train Accuracy: 0.9492, Validation Accuracy: 0.9322, Loss: 0.0561 Epoch 3 Batch 300/1077 - Train Accuracy: 0.9659, Validation Accuracy: 0.9524, Loss: 0.0309 Epoch 3 Batch 310/1077 - Train Accuracy: 0.9578, Validation Accuracy: 0.9460, Loss: 0.0295 Epoch 3 Batch 320/1077 - Train Accuracy: 0.9551, Validation Accuracy: 0.9521, Loss: 0.0457 Epoch 3 Batch 330/1077 - Train Accuracy: 0.9480, Validation Accuracy: 0.9560, Loss: 0.0351 Epoch 3 Batch 340/1077 - Train Accuracy: 0.9655, Validation Accuracy: 0.9489, Loss: 0.0329 Epoch 3 Batch 350/1077 - Train Accuracy: 0.9734, Validation Accuracy: 0.9599, Loss: 0.0300 Epoch 3 Batch 360/1077 - Train Accuracy: 0.9449, Validation Accuracy: 0.9521, Loss: 0.0299 Epoch 3 Batch 370/1077 - Train Accuracy: 0.9639, Validation Accuracy: 0.9343, Loss: 0.0306 Epoch 3 Batch 380/1077 - Train Accuracy: 0.9754, Validation Accuracy: 0.9606, Loss: 0.0315 Epoch 3 Batch 390/1077 - Train Accuracy: 0.9332, Validation Accuracy: 0.9602, Loss: 0.0451 Epoch 3 Batch 400/1077 - Train Accuracy: 0.9656, Validation Accuracy: 0.9503, Loss: 0.0388 Epoch 3 Batch 410/1077 - Train Accuracy: 0.9461, Validation Accuracy: 0.9538, Loss: 0.0436 Epoch 3 Batch 420/1077 - Train Accuracy: 0.9883, Validation Accuracy: 0.9290, Loss: 0.0226 Epoch 3 Batch 430/1077 - Train Accuracy: 0.9691, Validation Accuracy: 0.9528, Loss: 0.0287 Epoch 3 Batch 440/1077 - Train Accuracy: 0.9406, Validation Accuracy: 0.9531, Loss: 0.0437 Epoch 3 Batch 450/1077 - Train Accuracy: 0.9656, Validation Accuracy: 0.9553, Loss: 0.0353 Epoch 3 Batch 460/1077 - Train Accuracy: 0.9605, Validation Accuracy: 0.9499, Loss: 0.0327 Epoch 3 Batch 470/1077 - Train Accuracy: 0.9650, Validation Accuracy: 0.9492, Loss: 0.0270 Epoch 3 Batch 480/1077 - Train Accuracy: 0.9626, Validation Accuracy: 0.9624, Loss: 0.0319 Epoch 3 Batch 490/1077 - Train Accuracy: 0.9387, Validation Accuracy: 0.9432, Loss: 0.0366 Epoch 3 Batch 500/1077 - Train Accuracy: 0.9645, Validation Accuracy: 0.9485, Loss: 0.0239 Epoch 3 Batch 510/1077 - Train Accuracy: 0.9461, Validation Accuracy: 0.9627, Loss: 0.0365 Epoch 3 Batch 520/1077 - Train Accuracy: 0.9658, Validation Accuracy: 0.9478, Loss: 0.0297 Epoch 3 Batch 530/1077 - Train Accuracy: 0.9484, Validation Accuracy: 0.9496, Loss: 0.0337 Epoch 3 Batch 540/1077 - Train Accuracy: 0.9684, Validation Accuracy: 0.9524, Loss: 0.0258 Epoch 3 Batch 550/1077 - Train Accuracy: 0.9414, Validation Accuracy: 0.9357, Loss: 0.0307 Epoch 3 Batch 560/1077 - Train Accuracy: 0.9668, Validation Accuracy: 0.9375, Loss: 0.0274 Epoch 3 Batch 570/1077 - Train Accuracy: 0.9457, Validation Accuracy: 0.9482, Loss: 0.0373 Epoch 3 Batch 580/1077 - Train Accuracy: 0.9572, Validation Accuracy: 0.9588, Loss: 0.0222 Epoch 3 Batch 590/1077 - Train Accuracy: 0.9568, Validation Accuracy: 0.9620, Loss: 0.0293 Epoch 3 Batch 600/1077 - Train Accuracy: 0.9717, Validation Accuracy: 0.9489, Loss: 0.0344 Epoch 3 Batch 610/1077 - Train Accuracy: 0.9638, Validation Accuracy: 0.9659, Loss: 0.0372 Epoch 3 Batch 620/1077 - Train Accuracy: 0.9660, Validation Accuracy: 0.9574, Loss: 0.0316 Epoch 3 Batch 630/1077 - Train Accuracy: 0.9480, Validation Accuracy: 0.9616, Loss: 0.0346 Epoch 3 Batch 640/1077 - Train Accuracy: 0.9710, Validation Accuracy: 0.9464, Loss: 0.0308 Epoch 3 Batch 650/1077 - Train Accuracy: 0.9578, Validation Accuracy: 0.9545, Loss: 0.0292 Epoch 3 Batch 660/1077 - Train Accuracy: 0.9832, Validation Accuracy: 0.9595, Loss: 0.0261 Epoch 3 Batch 670/1077 - Train Accuracy: 0.9620, Validation Accuracy: 0.9503, Loss: 0.0321 Epoch 3 Batch 680/1077 - Train Accuracy: 0.9542, Validation Accuracy: 0.9499, Loss: 0.0333 Epoch 3 Batch 690/1077 - Train Accuracy: 0.9402, Validation Accuracy: 0.9471, Loss: 0.0355 Epoch 3 Batch 700/1077 - Train Accuracy: 0.9742, Validation Accuracy: 0.9521, Loss: 0.0222 Epoch 3 Batch 710/1077 - Train Accuracy: 0.9645, Validation Accuracy: 0.9553, Loss: 0.0259 Epoch 3 Batch 720/1077 - Train Accuracy: 0.9659, Validation Accuracy: 0.9528, Loss: 0.0325 Epoch 3 Batch 730/1077 - Train Accuracy: 0.9660, Validation Accuracy: 0.9592, Loss: 0.0401 Epoch 3 Batch 740/1077 - Train Accuracy: 0.9477, Validation Accuracy: 0.9588, Loss: 0.0267 Epoch 3 Batch 750/1077 - Train Accuracy: 0.9512, Validation Accuracy: 0.9538, Loss: 0.0283 Epoch 3 Batch 760/1077 - Train Accuracy: 0.9668, Validation Accuracy: 0.9542, Loss: 0.0374 Epoch 3 Batch 770/1077 - Train Accuracy: 0.9647, Validation Accuracy: 0.9684, Loss: 0.0286 Epoch 3 Batch 780/1077 - Train Accuracy: 0.9414, Validation Accuracy: 0.9517, Loss: 0.0409 Epoch 3 Batch 790/1077 - Train Accuracy: 0.9551, Validation Accuracy: 0.9602, Loss: 0.0311 Epoch 3 Batch 800/1077 - Train Accuracy: 0.9648, Validation Accuracy: 0.9531, Loss: 0.0211 Epoch 3 Batch 810/1077 - Train Accuracy: 0.9621, Validation Accuracy: 0.9606, Loss: 0.0214 Epoch 3 Batch 820/1077 - Train Accuracy: 0.9566, Validation Accuracy: 0.9684, Loss: 0.0230 Epoch 3 Batch 830/1077 - Train Accuracy: 0.9383, Validation Accuracy: 0.9620, Loss: 0.0386 Epoch 3 Batch 840/1077 - Train Accuracy: 0.9703, Validation Accuracy: 0.9595, Loss: 0.0262 Epoch 3 Batch 850/1077 - Train Accuracy: 0.9661, Validation Accuracy: 0.9670, Loss: 0.0496 Epoch 3 Batch 860/1077 - Train Accuracy: 0.9602, Validation Accuracy: 0.9624, Loss: 0.0305 Epoch 3 Batch 870/1077 - Train Accuracy: 0.9589, Validation Accuracy: 0.9357, Loss: 0.0298 Epoch 3 Batch 880/1077 - Train Accuracy: 0.9738, Validation Accuracy: 0.9595, Loss: 0.0333 Epoch 3 Batch 890/1077 - Train Accuracy: 0.9628, Validation Accuracy: 0.9485, Loss: 0.0327 Epoch 3 Batch 900/1077 - Train Accuracy: 0.9660, Validation Accuracy: 0.9478, Loss: 0.0351 Epoch 3 Batch 910/1077 - Train Accuracy: 0.9487, Validation Accuracy: 0.9602, Loss: 0.0350 Epoch 3 Batch 920/1077 - Train Accuracy: 0.9645, Validation Accuracy: 0.9730, Loss: 0.0240 Epoch 3 Batch 930/1077 - Train Accuracy: 0.9781, Validation Accuracy: 0.9698, Loss: 0.0238 Epoch 3 Batch 940/1077 - Train Accuracy: 0.9621, Validation Accuracy: 0.9560, Loss: 0.0285 Epoch 3 Batch 950/1077 - Train Accuracy: 0.9669, Validation Accuracy: 0.9464, Loss: 0.0261 Epoch 3 Batch 960/1077 - Train Accuracy: 0.9628, Validation Accuracy: 0.9357, Loss: 0.0260 Epoch 3 Batch 970/1077 - Train Accuracy: 0.9664, Validation Accuracy: 0.9496, Loss: 0.0342 Epoch 3 Batch 980/1077 - Train Accuracy: 0.9305, Validation Accuracy: 0.9453, Loss: 0.0331 Epoch 3 Batch 990/1077 - Train Accuracy: 0.9766, Validation Accuracy: 0.9606, Loss: 0.0325 Epoch 3 Batch 1000/1077 - Train Accuracy: 0.9621, Validation Accuracy: 0.9634, Loss: 0.0298 Epoch 3 Batch 1010/1077 - Train Accuracy: 0.9848, Validation Accuracy: 0.9588, Loss: 0.0190 Epoch 3 Batch 1020/1077 - Train Accuracy: 0.9855, Validation Accuracy: 0.9517, Loss: 0.0201 Epoch 3 Batch 1030/1077 - Train Accuracy: 0.9660, Validation Accuracy: 0.9592, Loss: 0.0259 Epoch 3 Batch 1040/1077 - Train Accuracy: 0.9638, Validation Accuracy: 0.9560, Loss: 0.0261 Epoch 3 Batch 1050/1077 - Train Accuracy: 0.9738, Validation Accuracy: 0.9435, Loss: 0.0212 Epoch 3 Batch 1060/1077 - Train Accuracy: 0.9746, Validation Accuracy: 0.9613, Loss: 0.0194 Epoch 3 Batch 1070/1077 - Train Accuracy: 0.9539, Validation Accuracy: 0.9673, Loss: 0.0230 Epoch 4 Batch 10/1077 - Train Accuracy: 0.9650, Validation Accuracy: 0.9727, Loss: 0.0270 Epoch 4 Batch 20/1077 - Train Accuracy: 0.9543, Validation Accuracy: 0.9741, Loss: 0.0236 Epoch 4 Batch 30/1077 - Train Accuracy: 0.9777, Validation Accuracy: 0.9680, Loss: 0.0226 Epoch 4 Batch 40/1077 - Train Accuracy: 0.9816, Validation Accuracy: 0.9663, Loss: 0.0207 Epoch 4 Batch 50/1077 - Train Accuracy: 0.9793, Validation Accuracy: 0.9698, Loss: 0.0257 Epoch 4 Batch 60/1077 - Train Accuracy: 0.9814, Validation Accuracy: 0.9510, Loss: 0.0219 Epoch 4 Batch 70/1077 - Train Accuracy: 0.9548, Validation Accuracy: 0.9613, Loss: 0.0286 Epoch 4 Batch 80/1077 - Train Accuracy: 0.9863, Validation Accuracy: 0.9634, Loss: 0.0206 Epoch 4 Batch 90/1077 - Train Accuracy: 0.9582, Validation Accuracy: 0.9453, Loss: 0.0287 Epoch 4 Batch 100/1077 - Train Accuracy: 0.9801, Validation Accuracy: 0.9716, Loss: 0.0214 Epoch 4 Batch 110/1077 - Train Accuracy: 0.9828, Validation Accuracy: 0.9723, Loss: 0.0210 Epoch 4 Batch 120/1077 - Train Accuracy: 0.9656, Validation Accuracy: 0.9716, Loss: 0.0230 Epoch 4 Batch 130/1077 - Train Accuracy: 0.9680, Validation Accuracy: 0.9496, Loss: 0.0228 Epoch 4 Batch 140/1077 - Train Accuracy: 0.9799, Validation Accuracy: 0.9624, Loss: 0.0208 Epoch 4 Batch 150/1077 - Train Accuracy: 0.9732, Validation Accuracy: 0.9574, Loss: 0.0289 Epoch 4 Batch 160/1077 - Train Accuracy: 0.9891, Validation Accuracy: 0.9648, Loss: 0.0184 Epoch 4 Batch 170/1077 - Train Accuracy: 0.9660, Validation Accuracy: 0.9613, Loss: 0.0272 Epoch 4 Batch 180/1077 - Train Accuracy: 0.9594, Validation Accuracy: 0.9638, Loss: 0.0244 Epoch 4 Batch 190/1077 - Train Accuracy: 0.9805, Validation Accuracy: 0.9595, Loss: 0.0164 Epoch 4 Batch 200/1077 - Train Accuracy: 0.9672, Validation Accuracy: 0.9698, Loss: 0.0259 Epoch 4 Batch 210/1077 - Train Accuracy: 0.9736, Validation Accuracy: 0.9606, Loss: 0.0246 Epoch 4 Batch 220/1077 - Train Accuracy: 0.9663, Validation Accuracy: 0.9435, Loss: 0.0295 Epoch 4 Batch 230/1077 - Train Accuracy: 0.9695, Validation Accuracy: 0.9588, Loss: 0.0206 Epoch 4 Batch 240/1077 - Train Accuracy: 0.9777, Validation Accuracy: 0.9659, Loss: 0.0216 Epoch 4 Batch 250/1077 - Train Accuracy: 0.9489, Validation Accuracy: 0.9624, Loss: 0.0281 Epoch 4 Batch 260/1077 - Train Accuracy: 0.9747, Validation Accuracy: 0.9663, Loss: 0.0192 Epoch 4 Batch 270/1077 - Train Accuracy: 0.9695, Validation Accuracy: 0.9542, Loss: 0.0293 Epoch 4 Batch 280/1077 - Train Accuracy: 0.9609, Validation Accuracy: 0.9549, Loss: 0.0277 Epoch 4 Batch 290/1077 - Train Accuracy: 0.9762, Validation Accuracy: 0.9496, Loss: 0.0367 Epoch 4 Batch 300/1077 - Train Accuracy: 0.9729, Validation Accuracy: 0.9648, Loss: 0.0226 Epoch 4 Batch 310/1077 - Train Accuracy: 0.9699, Validation Accuracy: 0.9609, Loss: 0.0227 Epoch 4 Batch 320/1077 - Train Accuracy: 0.9758, Validation Accuracy: 0.9666, Loss: 0.0327 Epoch 4 Batch 330/1077 - Train Accuracy: 0.9652, Validation Accuracy: 0.9723, Loss: 0.0309 Epoch 4 Batch 340/1077 - Train Accuracy: 0.9762, Validation Accuracy: 0.9606, Loss: 0.0237 Epoch 4 Batch 350/1077 - Train Accuracy: 0.9727, Validation Accuracy: 0.9581, Loss: 0.0232 Epoch 4 Batch 360/1077 - Train Accuracy: 0.9707, Validation Accuracy: 0.9510, Loss: 0.0150 Epoch 4 Batch 370/1077 - Train Accuracy: 0.9814, Validation Accuracy: 0.9602, Loss: 0.0242 Epoch 4 Batch 380/1077 - Train Accuracy: 0.9863, Validation Accuracy: 0.9528, Loss: 0.0200 Epoch 4 Batch 390/1077 - Train Accuracy: 0.9676, Validation Accuracy: 0.9684, Loss: 0.0300 Epoch 4 Batch 400/1077 - Train Accuracy: 0.9660, Validation Accuracy: 0.9595, Loss: 0.0272 Epoch 4 Batch 410/1077 - Train Accuracy: 0.9618, Validation Accuracy: 0.9698, Loss: 0.0329 Epoch 4 Batch 420/1077 - Train Accuracy: 0.9844, Validation Accuracy: 0.9574, Loss: 0.0175 Epoch 4 Batch 430/1077 - Train Accuracy: 0.9754, Validation Accuracy: 0.9776, Loss: 0.0195 Epoch 4 Batch 440/1077 - Train Accuracy: 0.9484, Validation Accuracy: 0.9545, Loss: 0.0306 Epoch 4 Batch 450/1077 - Train Accuracy: 0.9758, Validation Accuracy: 0.9553, Loss: 0.0268 Epoch 4 Batch 460/1077 - Train Accuracy: 0.9664, Validation Accuracy: 0.9627, Loss: 0.0263 Epoch 4 Batch 470/1077 - Train Accuracy: 0.9737, Validation Accuracy: 0.9595, Loss: 0.0209 Epoch 4 Batch 480/1077 - Train Accuracy: 0.9729, Validation Accuracy: 0.9553, Loss: 0.0228 Epoch 4 Batch 490/1077 - Train Accuracy: 0.9484, Validation Accuracy: 0.9499, Loss: 0.0252 Epoch 4 Batch 500/1077 - Train Accuracy: 0.9844, Validation Accuracy: 0.9794, Loss: 0.0194 Epoch 4 Batch 510/1077 - Train Accuracy: 0.9699, Validation Accuracy: 0.9588, Loss: 0.0264 Epoch 4 Batch 520/1077 - Train Accuracy: 0.9840, Validation Accuracy: 0.9510, Loss: 0.0201 Epoch 4 Batch 530/1077 - Train Accuracy: 0.9738, Validation Accuracy: 0.9624, Loss: 0.0282 Epoch 4 Batch 540/1077 - Train Accuracy: 0.9648, Validation Accuracy: 0.9684, Loss: 0.0204 Epoch 4 Batch 550/1077 - Train Accuracy: 0.9645, Validation Accuracy: 0.9521, Loss: 0.0233 Epoch 4 Batch 560/1077 - Train Accuracy: 0.9566, Validation Accuracy: 0.9716, Loss: 0.0210 Epoch 4 Batch 570/1077 - Train Accuracy: 0.9531, Validation Accuracy: 0.9620, Loss: 0.0325 Epoch 4 Batch 580/1077 - Train Accuracy: 0.9799, Validation Accuracy: 0.9638, Loss: 0.0171 Epoch 4 Batch 590/1077 - Train Accuracy: 0.9704, Validation Accuracy: 0.9751, Loss: 0.0233 Epoch 4 Batch 600/1077 - Train Accuracy: 0.9680, Validation Accuracy: 0.9691, Loss: 0.0276 Epoch 4 Batch 610/1077 - Train Accuracy: 0.9766, Validation Accuracy: 0.9712, Loss: 0.0239 Epoch 4 Batch 620/1077 - Train Accuracy: 0.9723, Validation Accuracy: 0.9673, Loss: 0.0231 Epoch 4 Batch 630/1077 - Train Accuracy: 0.9785, Validation Accuracy: 0.9691, Loss: 0.0223 Epoch 4 Batch 640/1077 - Train Accuracy: 0.9847, Validation Accuracy: 0.9790, Loss: 0.0233 Epoch 4 Batch 650/1077 - Train Accuracy: 0.9719, Validation Accuracy: 0.9712, Loss: 0.0207 Epoch 4 Batch 660/1077 - Train Accuracy: 0.9898, Validation Accuracy: 0.9645, Loss: 0.0186 Epoch 4 Batch 670/1077 - Train Accuracy: 0.9833, Validation Accuracy: 0.9492, Loss: 0.0225 Epoch 4 Batch 680/1077 - Train Accuracy: 0.9513, Validation Accuracy: 0.9670, Loss: 0.0252 Epoch 4 Batch 690/1077 - Train Accuracy: 0.9785, Validation Accuracy: 0.9695, Loss: 0.0275 Epoch 4 Batch 700/1077 - Train Accuracy: 0.9801, Validation Accuracy: 0.9737, Loss: 0.0172 Epoch 4 Batch 710/1077 - Train Accuracy: 0.9805, Validation Accuracy: 0.9755, Loss: 0.0162 Epoch 4 Batch 720/1077 - Train Accuracy: 0.9762, Validation Accuracy: 0.9609, Loss: 0.0266 Epoch 4 Batch 730/1077 - Train Accuracy: 0.9789, Validation Accuracy: 0.9645, Loss: 0.0281 Epoch 4 Batch 740/1077 - Train Accuracy: 0.9719, Validation Accuracy: 0.9723, Loss: 0.0157 Epoch 4 Batch 750/1077 - Train Accuracy: 0.9613, Validation Accuracy: 0.9705, Loss: 0.0205 Epoch 4 Batch 760/1077 - Train Accuracy: 0.9727, Validation Accuracy: 0.9631, Loss: 0.0227 Epoch 4 Batch 770/1077 - Train Accuracy: 0.9751, Validation Accuracy: 0.9822, Loss: 0.0211 Epoch 4 Batch 780/1077 - Train Accuracy: 0.9563, Validation Accuracy: 0.9659, Loss: 0.0270 Epoch 4 Batch 790/1077 - Train Accuracy: 0.9539, Validation Accuracy: 0.9634, Loss: 0.0250 Epoch 4 Batch 800/1077 - Train Accuracy: 0.9727, Validation Accuracy: 0.9705, Loss: 0.0177 Epoch 4 Batch 810/1077 - Train Accuracy: 0.9639, Validation Accuracy: 0.9688, Loss: 0.0159 Epoch 4 Batch 820/1077 - Train Accuracy: 0.9832, Validation Accuracy: 0.9659, Loss: 0.0164 Epoch 4 Batch 830/1077 - Train Accuracy: 0.9563, Validation Accuracy: 0.9702, Loss: 0.0253 Epoch 4 Batch 840/1077 - Train Accuracy: 0.9754, Validation Accuracy: 0.9730, Loss: 0.0188 Epoch 4 Batch 850/1077 - Train Accuracy: 0.9777, Validation Accuracy: 0.9872, Loss: 0.0375 Epoch 4 Batch 860/1077 - Train Accuracy: 0.9736, Validation Accuracy: 0.9645, Loss: 0.0197 Epoch 4 Batch 870/1077 - Train Accuracy: 0.9593, Validation Accuracy: 0.9432, Loss: 0.0236 Epoch 4 Batch 880/1077 - Train Accuracy: 0.9746, Validation Accuracy: 0.9652, Loss: 0.0271 Epoch 4 Batch 890/1077 - Train Accuracy: 0.9691, Validation Accuracy: 0.9620, Loss: 0.0249 Epoch 4 Batch 900/1077 - Train Accuracy: 0.9691, Validation Accuracy: 0.9652, Loss: 0.0269 Epoch 4 Batch 910/1077 - Train Accuracy: 0.9650, Validation Accuracy: 0.9734, Loss: 0.0265 Epoch 4 Batch 920/1077 - Train Accuracy: 0.9789, Validation Accuracy: 0.9801, Loss: 0.0179 Epoch 4 Batch 930/1077 - Train Accuracy: 0.9828, Validation Accuracy: 0.9712, Loss: 0.0195 Epoch 4 Batch 940/1077 - Train Accuracy: 0.9680, Validation Accuracy: 0.9627, Loss: 0.0221 Epoch 4 Batch 950/1077 - Train Accuracy: 0.9777, Validation Accuracy: 0.9574, Loss: 0.0186 Epoch 4 Batch 960/1077 - Train Accuracy: 0.9736, Validation Accuracy: 0.9581, Loss: 0.0207 Epoch 4 Batch 970/1077 - Train Accuracy: 0.9711, Validation Accuracy: 0.9776, Loss: 0.0212 Epoch 4 Batch 980/1077 - Train Accuracy: 0.9609, Validation Accuracy: 0.9684, Loss: 0.0194 Epoch 4 Batch 990/1077 - Train Accuracy: 0.9465, Validation Accuracy: 0.9751, Loss: 0.0237 Epoch 4 Batch 1000/1077 - Train Accuracy: 0.9673, Validation Accuracy: 0.9535, Loss: 0.0210 Epoch 4 Batch 1010/1077 - Train Accuracy: 0.9859, Validation Accuracy: 0.9698, Loss: 0.0170 Epoch 4 Batch 1020/1077 - Train Accuracy: 0.9859, Validation Accuracy: 0.9751, Loss: 0.0171 Epoch 4 Batch 1030/1077 - Train Accuracy: 0.9770, Validation Accuracy: 0.9727, Loss: 0.0135 Epoch 4 Batch 1040/1077 - Train Accuracy: 0.9692, Validation Accuracy: 0.9599, Loss: 0.0219 Epoch 4 Batch 1050/1077 - Train Accuracy: 0.9918, Validation Accuracy: 0.9592, Loss: 0.0141 Epoch 4 Batch 1060/1077 - Train Accuracy: 0.9918, Validation Accuracy: 0.9670, Loss: 0.0149 Epoch 4 Batch 1070/1077 - Train Accuracy: 0.9645, Validation Accuracy: 0.9581, Loss: 0.0144 Model Trained and Saved
Save the batch_size and save_path parameters for inference.
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# Save parameters for checkpoint
helper.save_params(save_path)
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import tensorflow as tf
import numpy as np
import helper
import problem_unittests as tests
_, (source_vocab_to_int, target_vocab_to_int), (source_int_to_vocab, target_int_to_vocab) = helper.load_preprocess()
load_path = helper.load_params()
To feed a sentence into the model for translation, you first need to preprocess it. Implement the function sentence_to_seq() to preprocess new sentences.
vocab_to_int<UNK> word id.def sentence_to_seq(sentence, vocab_to_int):
"""
Convert a sentence to a sequence of ids
:param sentence: String
:param vocab_to_int: Dictionary to go from the words to an id
:return: List of word ids
"""
# TODO: Implement Function
sentence = sentence.lower()
wordid_list = []
for word in sentence.split():
if word in vocab_to_int:
wordid_list.append(vocab_to_int[word])
else:
wordid_list.append(vocab_to_int['<UNK>'])
return wordid_list
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_sentence_to_seq(sentence_to_seq)
Tests Passed
This will translate translate_sentence from English to French.
translate_sentence = 'He saw a yellow car .'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
translate_sentence = sentence_to_seq(translate_sentence, source_vocab_to_int)
loaded_graph = tf.Graph()
with tf.Session(graph=loaded_graph) as sess:
# Load saved model
loader = tf.train.import_meta_graph(load_path + '.meta')
loader.restore(sess, load_path)
input_data = loaded_graph.get_tensor_by_name('input:0')
logits = loaded_graph.get_tensor_by_name('predictions:0')
target_sequence_length = loaded_graph.get_tensor_by_name('target_sequence_length:0')
source_sequence_length = loaded_graph.get_tensor_by_name('source_sequence_length:0')
keep_prob = loaded_graph.get_tensor_by_name('keep_prob:0')
translate_logits = sess.run(logits, {input_data: [translate_sentence]*batch_size,
target_sequence_length: [len(translate_sentence)*2]*batch_size,
source_sequence_length: [len(translate_sentence)]*batch_size,
keep_prob: 1.0})[0]
print('Input')
print(' Word Ids: {}'.format([i for i in translate_sentence]))
print(' English Words: {}'.format([source_int_to_vocab[i] for i in translate_sentence]))
print('\nPrediction')
print(' Word Ids: {}'.format([i for i in translate_logits]))
print(' French Words: {}'.format(" ".join([target_int_to_vocab[i] for i in translate_logits])))
INFO:tensorflow:Restoring parameters from checkpoints/dev Input Word Ids: [82, 70, 91, 32, 188, 90] English Words: ['he', 'saw', 'a', 'yellow', 'car', '.'] Prediction Word Ids: [60, 226, 264, 299, 212, 305, 1] French Words: il a une voiture jaune . <EOS>
You might notice that some sentences translate better than others. Since the dataset you're using only has a vocabulary of 227 English words of the thousands that you use, you're only going to see good results using these words. For this project, you don't need a perfect translation. However, if you want to create a better translation model, you'll need better data.
You can train on the WMT10 French-English corpus. This dataset has more vocabulary and richer in topics discussed. However, this will take you days to train, so make sure you've a GPU and the neural network is performing well on dataset we provided. Just make sure you play with the WMT10 corpus after you've submitted this project.
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_language_translation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.